{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 导入numpy工具包\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 与问题数据表\n",
    "samples_and = [\n",
    "    [0, 0, 0],\n",
    "    [1, 0, 0],\n",
    "    [0, 1, 0],\n",
    "    [1, 1, 1],\n",
    "]\n",
    "# 或问题数据表\n",
    "samples_or = [\n",
    "    [0, 0, 0],\n",
    "    [1, 0, 1],\n",
    "    [0, 1, 1],\n",
    "    [1, 1, 1],\n",
    "]\n",
    "# 异或问题数据表\n",
    "samples_xor = [\n",
    "    [0, 0, 0],\n",
    "    [1, 0, 1],\n",
    "    [0, 1, 1],\n",
    "    [1, 1, 0],\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 感知器实现函数\n",
    "def perceptron(samples):\n",
    "    w = np.array([1, 2])\n",
    "    b = 0\n",
    "    a = 1\n",
    "\n",
    "    for i in range(10):\n",
    "        for j in range(4):\n",
    "            x = np.array(samples[j][:2])\n",
    "            y = 1 if np.dot(w, x) + b > 0 else 0\n",
    "            d = np.array(samples[j][2])\n",
    "\n",
    "            delta_b = a*(d-y)\n",
    "            delta_w = a*(d-y)*x\n",
    "\n",
    "            print('epoch {} sample {}  [{} {} {} {} {} {} {}]'.format(\n",
    "                i, j, w[0], w[1], b, y, delta_w[0], delta_w[1], delta_b\n",
    "            ))\n",
    "            w = w + delta_w\n",
    "            b = b + delta_b"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "logical and\n",
      "epoch 0 sample 0  [1 2 0 0 0 0 0]\n",
      "epoch 0 sample 1  [1 2 0 1 -1 0 -1]\n",
      "epoch 0 sample 2  [0 2 -1 1 0 -1 -1]\n",
      "epoch 0 sample 3  [0 1 -2 0 1 1 1]\n",
      "epoch 1 sample 0  [1 2 -1 0 0 0 0]\n",
      "epoch 1 sample 1  [1 2 -1 0 0 0 0]\n",
      "epoch 1 sample 2  [1 2 -1 1 0 -1 -1]\n",
      "epoch 1 sample 3  [1 1 -2 0 1 1 1]\n",
      "epoch 2 sample 0  [2 2 -1 0 0 0 0]\n",
      "epoch 2 sample 1  [2 2 -1 1 -1 0 -1]\n",
      "epoch 2 sample 2  [1 2 -2 0 0 0 0]\n",
      "epoch 2 sample 3  [1 2 -2 1 0 0 0]\n",
      "epoch 3 sample 0  [1 2 -2 0 0 0 0]\n",
      "epoch 3 sample 1  [1 2 -2 0 0 0 0]\n",
      "epoch 3 sample 2  [1 2 -2 0 0 0 0]\n",
      "epoch 3 sample 3  [1 2 -2 1 0 0 0]\n",
      "epoch 4 sample 0  [1 2 -2 0 0 0 0]\n",
      "epoch 4 sample 1  [1 2 -2 0 0 0 0]\n",
      "epoch 4 sample 2  [1 2 -2 0 0 0 0]\n",
      "epoch 4 sample 3  [1 2 -2 1 0 0 0]\n",
      "epoch 5 sample 0  [1 2 -2 0 0 0 0]\n",
      "epoch 5 sample 1  [1 2 -2 0 0 0 0]\n",
      "epoch 5 sample 2  [1 2 -2 0 0 0 0]\n",
      "epoch 5 sample 3  [1 2 -2 1 0 0 0]\n",
      "epoch 6 sample 0  [1 2 -2 0 0 0 0]\n",
      "epoch 6 sample 1  [1 2 -2 0 0 0 0]\n",
      "epoch 6 sample 2  [1 2 -2 0 0 0 0]\n",
      "epoch 6 sample 3  [1 2 -2 1 0 0 0]\n",
      "epoch 7 sample 0  [1 2 -2 0 0 0 0]\n",
      "epoch 7 sample 1  [1 2 -2 0 0 0 0]\n",
      "epoch 7 sample 2  [1 2 -2 0 0 0 0]\n",
      "epoch 7 sample 3  [1 2 -2 1 0 0 0]\n",
      "epoch 8 sample 0  [1 2 -2 0 0 0 0]\n",
      "epoch 8 sample 1  [1 2 -2 0 0 0 0]\n",
      "epoch 8 sample 2  [1 2 -2 0 0 0 0]\n",
      "epoch 8 sample 3  [1 2 -2 1 0 0 0]\n",
      "epoch 9 sample 0  [1 2 -2 0 0 0 0]\n",
      "epoch 9 sample 1  [1 2 -2 0 0 0 0]\n",
      "epoch 9 sample 2  [1 2 -2 0 0 0 0]\n",
      "epoch 9 sample 3  [1 2 -2 1 0 0 0]\n",
      "logical or\n",
      "epoch 0 sample 0  [1 2 0 0 0 0 0]\n",
      "epoch 0 sample 1  [1 2 0 1 0 0 0]\n",
      "epoch 0 sample 2  [1 2 0 1 0 0 0]\n",
      "epoch 0 sample 3  [1 2 0 1 0 0 0]\n",
      "epoch 1 sample 0  [1 2 0 0 0 0 0]\n",
      "epoch 1 sample 1  [1 2 0 1 0 0 0]\n",
      "epoch 1 sample 2  [1 2 0 1 0 0 0]\n",
      "epoch 1 sample 3  [1 2 0 1 0 0 0]\n",
      "epoch 2 sample 0  [1 2 0 0 0 0 0]\n",
      "epoch 2 sample 1  [1 2 0 1 0 0 0]\n",
      "epoch 2 sample 2  [1 2 0 1 0 0 0]\n",
      "epoch 2 sample 3  [1 2 0 1 0 0 0]\n",
      "epoch 3 sample 0  [1 2 0 0 0 0 0]\n",
      "epoch 3 sample 1  [1 2 0 1 0 0 0]\n",
      "epoch 3 sample 2  [1 2 0 1 0 0 0]\n",
      "epoch 3 sample 3  [1 2 0 1 0 0 0]\n",
      "epoch 4 sample 0  [1 2 0 0 0 0 0]\n",
      "epoch 4 sample 1  [1 2 0 1 0 0 0]\n",
      "epoch 4 sample 2  [1 2 0 1 0 0 0]\n",
      "epoch 4 sample 3  [1 2 0 1 0 0 0]\n",
      "epoch 5 sample 0  [1 2 0 0 0 0 0]\n",
      "epoch 5 sample 1  [1 2 0 1 0 0 0]\n",
      "epoch 5 sample 2  [1 2 0 1 0 0 0]\n",
      "epoch 5 sample 3  [1 2 0 1 0 0 0]\n",
      "epoch 6 sample 0  [1 2 0 0 0 0 0]\n",
      "epoch 6 sample 1  [1 2 0 1 0 0 0]\n",
      "epoch 6 sample 2  [1 2 0 1 0 0 0]\n",
      "epoch 6 sample 3  [1 2 0 1 0 0 0]\n",
      "epoch 7 sample 0  [1 2 0 0 0 0 0]\n",
      "epoch 7 sample 1  [1 2 0 1 0 0 0]\n",
      "epoch 7 sample 2  [1 2 0 1 0 0 0]\n",
      "epoch 7 sample 3  [1 2 0 1 0 0 0]\n",
      "epoch 8 sample 0  [1 2 0 0 0 0 0]\n",
      "epoch 8 sample 1  [1 2 0 1 0 0 0]\n",
      "epoch 8 sample 2  [1 2 0 1 0 0 0]\n",
      "epoch 8 sample 3  [1 2 0 1 0 0 0]\n",
      "epoch 9 sample 0  [1 2 0 0 0 0 0]\n",
      "epoch 9 sample 1  [1 2 0 1 0 0 0]\n",
      "epoch 9 sample 2  [1 2 0 1 0 0 0]\n",
      "epoch 9 sample 3  [1 2 0 1 0 0 0]\n",
      "logical xor\n",
      "epoch 0 sample 0  [1 2 0 0 0 0 0]\n",
      "epoch 0 sample 1  [1 2 0 1 0 0 0]\n",
      "epoch 0 sample 2  [1 2 0 1 0 0 0]\n",
      "epoch 0 sample 3  [1 2 0 1 -1 -1 -1]\n",
      "epoch 1 sample 0  [0 1 -1 0 0 0 0]\n",
      "epoch 1 sample 1  [0 1 -1 0 1 0 1]\n",
      "epoch 1 sample 2  [1 1 0 1 0 0 0]\n",
      "epoch 1 sample 3  [1 1 0 1 -1 -1 -1]\n",
      "epoch 2 sample 0  [0 0 -1 0 0 0 0]\n",
      "epoch 2 sample 1  [0 0 -1 0 1 0 1]\n",
      "epoch 2 sample 2  [1 0 0 0 0 1 1]\n",
      "epoch 2 sample 3  [1 1 1 1 -1 -1 -1]\n",
      "epoch 3 sample 0  [0 0 0 0 0 0 0]\n",
      "epoch 3 sample 1  [0 0 0 0 1 0 1]\n",
      "epoch 3 sample 2  [1 0 1 1 0 0 0]\n",
      "epoch 3 sample 3  [1 0 1 1 -1 -1 -1]\n",
      "epoch 4 sample 0  [0 -1 0 0 0 0 0]\n",
      "epoch 4 sample 1  [0 -1 0 0 1 0 1]\n",
      "epoch 4 sample 2  [1 -1 1 0 0 1 1]\n",
      "epoch 4 sample 3  [1 0 2 1 -1 -1 -1]\n",
      "epoch 5 sample 0  [0 -1 1 1 0 0 -1]\n",
      "epoch 5 sample 1  [0 -1 0 0 1 0 1]\n",
      "epoch 5 sample 2  [1 -1 1 0 0 1 1]\n",
      "epoch 5 sample 3  [1 0 2 1 -1 -1 -1]\n",
      "epoch 6 sample 0  [0 -1 1 1 0 0 -1]\n",
      "epoch 6 sample 1  [0 -1 0 0 1 0 1]\n",
      "epoch 6 sample 2  [1 -1 1 0 0 1 1]\n",
      "epoch 6 sample 3  [1 0 2 1 -1 -1 -1]\n",
      "epoch 7 sample 0  [0 -1 1 1 0 0 -1]\n",
      "epoch 7 sample 1  [0 -1 0 0 1 0 1]\n",
      "epoch 7 sample 2  [1 -1 1 0 0 1 1]\n",
      "epoch 7 sample 3  [1 0 2 1 -1 -1 -1]\n",
      "epoch 8 sample 0  [0 -1 1 1 0 0 -1]\n",
      "epoch 8 sample 1  [0 -1 0 0 1 0 1]\n",
      "epoch 8 sample 2  [1 -1 1 0 0 1 1]\n",
      "epoch 8 sample 3  [1 0 2 1 -1 -1 -1]\n",
      "epoch 9 sample 0  [0 -1 1 1 0 0 -1]\n",
      "epoch 9 sample 1  [0 -1 0 0 1 0 1]\n",
      "epoch 9 sample 2  [1 -1 1 0 0 1 1]\n",
      "epoch 9 sample 3  [1 0 2 1 -1 -1 -1]\n"
     ]
    }
   ],
   "source": [
    "if __name__ == '__main__':\n",
    "    print('logical and')\n",
    "    perceptron(samples_and)\n",
    "    print('logical or')\n",
    "    perceptron(samples_or)\n",
    "    print('logical xor')\n",
    "    perceptron(samples_xor)\n"
   ]
  },
  {
   "attachments": {
    "1.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 感知器代码⽆法完成异或功能的原因：\n",
    "\n",
    "异或问题的真值表如下：\n",
    "![1.png](attachment:1.png)"
   ]
  },
  {
   "attachments": {
    "2.png": {
     "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXUAAAFbCAYAAAAqWx6OAAAgAElEQVR4AezB55Md14Hm6d97TuY15QsoOBKOBEiRoIFEaae7J/rLfNyNmH93N2Jjv+xMdPdKKwfRgCC8ryqg/K1rMvOcd3EBAQSNutUiqYXJ55EfoUWLFi1avOwCLVq0aNHiVVDwkrGNbZyNgpCEJP49tvk2SbRo0aLFq6TgJ2Kbb5PE38o2kpDElDGSkMR/RBK2+T62eUoSLVq0aPGyKviR2Oan1DQNMUZCCNgmpcTeYI/RaERd19imLEvm5ubodDqUZUmMkX+Pbf4S20iiRYsWLV4WBT8C2/yUbJNSYqqqKobDIdvb29y9e5cHDx4wGAywzczMDCdPnmRlZYWlpSXm5+eJMRJC4G9hG0m0aNGixcug4Cdim2+TxPexzVOSmLKNbWyTcybnzGQyYWtri9u3b3Pt2jW++OIL7t27x+7uLikl5ufnOXfuHGfOnOHs2bOcOnWKhYUFOp0Okniebb6PJGzTokWLFi+bgh/INlO2+fdI4ttsI4mmacg5E0KgLEtsU1UV4/GY0WjEZDKhqiq2t7e5c+cOly5d4sKFC3z66afs7u5SVRW26fV63L59m3feeYft7W06nQ4HDhwgpcRTknhKEkI8E8A2knjKNt8miRYtWrR40RT8RGzzPNvYRhJCPBMgxkjOmeFwyHg8Zjwes7+/z87ODtvb2+zt7bG6usra2ho3btzg2rVr3Llzh62tLZqmQRJFUVBVFZ999hn3799na2uLyWSCbU6ePEm/36eIBQhyzkwFBQggxJSzQTwmiRYtWrR4mRT8WAzGPGO+IyiQc6ZONU3TkFMGQdM0DAYDNjc3efjwIQ8ePGBjY4P19XXW1tbY3NxkdXWVwWDAzs4O29vbDIdD6rrGNpJIKVHXNVVVMRqNyDljm7qu+dWvfsXRo0c5ePAgCwsLxBixjTGyQHzNPGbMlCRatGjR4mVQ8COwjTGYZ4z5BkPKifF4zGAwYDAYMBqNGAwG7OzssL6+zv3791lbW2NtbY2trS02NjZ4+PAhu7u7DIdDcs7YxjZP2cY2OWckYZu6rllfX+fChQsMBgM2Nzd59913OXv2LKdOneLAgQN0Oh2mjHlKiCljhGjRokWLl0nBj0ASGIyZsk2TGlJK5JxJKdE0DYPBgK2tLdbX11lfX2dra4vbt29z584dbt++zerqKnt7e4zHY+q6pmkamqZhqigKUkrknPlLbDMliaqqWF1dZWtri62tLW7evMm9e/f48MMP+dnPfsbRo0fpdrsURcGUbSQhhBDGSKJFixYtXhbyI/wAtpmShG1yzjRNw/r6OltbW+zu7rK1tcXa2hrb29vcvXuXW7dusbq6ymAwYHd3l+FwyHA4ZDKZkHNmyjbPs8232eZ5knhKElMhBJaWllhYWODYsWOcPXuWDz/8kE8++YS33nqLw4cP0+12GY/HTIUQiDEiCUnEGPk2SXybJFq0aNHi/08FP5AQOWcIgGEymbC+vs7Fixe5efMmt27d4u7du2xsbLC3t8f29jY7OzsMBgNSSkwmE1JKpJTIOWObEAL/WZJ4nm0kYZvRaERKieFwyPr6OlevXuX+/fucP3+eDz74gLfeeouFhQVyztjGNk85G0kgWrRo0eKFVvBDicdyzlSTirW1NS5cuMC//du/cePGDW7fvs3q6ir7+/vUdU1d19R1TUoJ29jGNraZkoRtpiTxt5LEU3Vd0zQNo9GIwWDA1tYWVVXx8OFD1tfX2djY4P3332d+fp5Op0NRFIQQkMRj4hlJtGjRosWLqOBHoCDqqmZ3b5cbN27wL//yL/zrv/4ra2trbG1tsbu7S9M0/Eck8TzbSOJvJQnbNE3DlCSapmEymfDVV1+xtbXF/fv3uXfvHpubm5w5c4aVlRWWlpaYm5tDEpJo0aJFi5dBwY9AEk3TsLOzw/Xr1/nNb37DpUuXGA6HNE1DSom/RBJ/iSRCCExJoigKJJFSIqVE0zQ8TxJP2cY2T9nmeTs7OwwGAx4+fMjq6iqrq6t8/PHHvPPOO5w5c4bjx48zPz9PjJEpSUiiRYsWLV5UBT8S2+zs7HDz5k2uX7/OcDgkpYRtvo8kJNHtdplqmoa6rpGEbUIIlGVJp9OhKAr6/T7Hjx8nxsjm5iYPHz5ke3ublBJPSSKEQM4Z29jmLynLEkmMRiNu3LjBxsYGN2/e5KOPPmJjY4OmaTh37hyTyYSyLCliQYwRBJJo0aJFixdNwY/ENlNFLOj1enQ6HUajETlnbDMlCdtM2WZqMpkwJYler8fs7CydTofFxUUOHTrE4cOHOXDgAEeOHOHw4cPs7e1x8eJFLly4wN7eHiklQgiEEJCEJGKMFEWBbXLOpJSwjSSmJJFS4qmmaaiqirquGY/HDAYDBoMBw+GQn/3sZ8QYcTQtWrRo8SIr+JFIot/rs3JohdOnTzOZTGiahpQSU5KwzVQIgRgjRVEwNzfH3NwcS0tLLC8vs7i4yMrKCgcOHODw4cMcPnyY5eVlDh06xOzsLLdu3WJ/f59r164RQkASU7aZCiHQ6/WYnZ1ldnaWoihYX19nMBiQUkISkmiaBts8lVJie3ubqqqYTCbUdU1KiZWVFbrdLkVRMCWJFi1atHgRFfxIiqJgfmGekydP8sEHHzAYDJja29sjpURRFNimLEv6/T5zc3PMzMxw6NAhDh8+zBtvvMGRI0dYWFjg0KFDzM/Ps7i4yOLiIjMzM3Q6HYqiYDweMzc3R4yREAKSmLKNbWKMzM7O8sYbb3D8+HEWFxe5dOkSt2/fZmdnh5QSkkgpYRvbPFXXNbu7u9y5cwdJhBD44IMPWFxcpNfrYZsWLVq0eFEV/EiKomBpaYlTp05x/vx59vb2mJubY2tri5QS/X6fEAJLS0scOnSIQ4cOsbi4yMrKCkeOHOHw4cMsLS3R7XbpdDp0Oh16vR69Xo+yKBmOhsQYKYqCEAJ/Sc6ZbrfL0aNHOXfuHKdPn2ZxcZF+v8+NGzfY2dkh50xd10zZxja2mQohMB6PWV1dpdvtcvnyZU6fPs3S0hIxRoIDkmjRokWLF03BjyTGSL/f5+jRo/z85z+n3+9z9+5d1tbWGAwGdLtd5ufnOXr0KG+++SYHDx6k1+tx4MAB5ubmmJmZodfrMeVsnpJEzpmiKAghMJVSomkabGOb59lmam5ujjNnzvDP//zPnDhxghMnTnDhwgWuXr3K9vY2169fpygKJNE0DVVVIYmUEikliqKgaRr29/cZjUbUdU1ZlrRo0aLFi6rgRyKJoiiYn5/nxIkTzM3O8fbbbzMajbBNjJGlpSVmZ2eZnZ2l1+shibIsiTESYySEgG0s42y+TYj/jBgjvV6P8+fPc+TIEc6cOcOVK1e4fPkyS0tL3L9/n42NDUajEVO2mSqKgpmZGebm5ogxIglJTEmiRYsWLV5EBT+iEAJlWbKwsEC/3+fgykFsE0LANr1ej6IoCCEQQuApSXybJJ4yRhIIJCGJv8Q2tnlKEjMzM7z11lscPnyYU6dOceLECZaWlvj888+5fPky9+7dYzgcUhQFMUZmZ2c5dOgQx44dY3l5mZmZGcqyJMZIixYtWryoCn5kIQRCCEii0+kQQkASOWckIQlJ2GZKEt9LPCPElCSeksT3sY1tbDMliRAC/X6fhYUFlpaWWFxcZHFxkSNHjnD06FG+/PJLbt26hSQ6nQ5LS0ucOHGCc+fO8e6777K8vExZloQQaNGiRYsXVcFPwDYpJSQhiamcM0EBRTElib8HSfT7fYqiYGpmZoaTJ09y8OBBzpw5w4cffsjnn3/OhQsXGA6HdDodlpeXOXXqFB9//DHnz59ndnaWEAItWrRo8SIr+AlIotvt8rwQAn8NSUzZ5j9iG9s8TxK2mZKEJJ4nibIsWVhYoN/vs7KywunTpzl//jyDwQDbzMzMsLKywunTp1lYWCDGSIsWLVq86ApeMbZ5niS+TwiBsiyZn5+n2+1y4MABxuMxtul2u/R6PUIISKJFixYtXgYFLyhJPGUbSUxJQhJ/iW1s89cIISCJGCPdbpeqqpgqioIYI5PJBEm0aNGixcug4CUgiSlJPCWJH4MkJCGJTqfDVAiBqaIoaNGiRYuXRcFLQhJTkvhrSUISfw1JxBiRxJRtilggiRYtWrR4GRS8gCTxbUJIYkoSkpCEJJ5nmylJSCKEgCT+GpJ4ShKKokWLFi1eFoGXhWjRokWLFn9ZoEWLFi1avAoCLVq0aNHiVRBo0aJFixavgsBrwDa2sU2LFi1avKoKXnG2sY1tJGGb50miRYsWLV4FgdeIbb7NNi1atGjxKgi0aNGiRYtXQaBFixYtWrwKAq8Z29jmebaxTYsWLVq8zAItWrRo0eJVEGjRokWLFq+CQIsWLVq0eBUEWrRo0aLFqyDQokWLFi1eBYEWLVq0aPEqCLRo0aJFi1dBoEWLFi1avAoCLVq0aNHiVRBo0aJFixavgkCLFi1atHgVBF4kBgwYMGC+wYAFFmTAAotvERAA0aJFi7+VecyAafGSKHjRmWcMGDCPiO+QeUSIFi1edwbEc8zXxHeZ77DB4hnR4gVX8CIy3yQwQkwJEJjHZB4TIL5JgGjR4nVknhCPGDBgQDwhvmbAfJd4zHxNtHiBBV4awggzJUA8JYMMAgQEIBgwYKEcUA7IokWLV18GDBiwAQMZyEAGzGOZ5xjIQAbMMwYyYFq8BAIvIQPmuwyYjDFgWrR4fWUgAZm/zEACLCAAosXLreClYQSIR2SQmbJ4xDxlg2UsgwwylrEMMi1avPoMZMCABQJCAMwz5okMZCAIQgCZJ8QzAkSLl0DBS8AYMCDACAPmCWPxmHnCylgZy1iAMijQosXrxYABCwxIPCOeMGCekHhGfE20eEkUvEgENiCD+TMzFQDbYEPOyBkwT5k/ExiTyWQymQSY72ObKUlM2eYpSbRo8XISEAEBAgRYPCOeEBAAA+IJC7CZMl8TQrR4wRW8QAxkmSljsEEmGEIMpJRITUVONXKGDGS+wzmTnbAboIEgFIQQT+WcadHiFWQIQOA54rEMGCNDMASJIL4hYRAYEBDMYxItXnwFLwgDBgzYxjZgIANCiBAKukVJR4FcTYg2BU+YJwLQy5mZpqHXJMqUCTYCUk40KZGziRIhBIICxkxJokWLv44BAwLE38Y2WEwp8IPZRgYMSDwmwDwWeCQDjSEZsiEIQoBCECFIYJNtMhAAGRx4RhItXkgFf0c2z0h8h3kiCzIgQIAxYGRDysSUmXFgAagB8bUALDdmcZKZGzf0xg2qG4glkoghIJsgIYQxQrRo8dczYMB8Tfzn2GbK4jHxNdtMSeIp810CbAPiMYPFYxLfZMDAuIG9CeyNYDiGIOh3Ya4PC33UjWQnwEhCBFq8NAr+ngzmEYFtDMgZSSDxhAETMMqZ4IyyUT2B0Yj48CFze/ucDCXu9jAimCcERQishJJjwwmzqw/w9VvkBlhYQN0uMUZCiFBEUEAKEIT5M4EknjJfEy1aTBkwYMBA4AmZ7ye+xUwZME8YEN/PgPkm8RzzZwIbBMg8YbAhAzsD/HCH5v4Gk3sPGG9sQhDdA0v03jxC+eYRWJxF/QJ3AihiMhCQAdHixVbw92CesSBjskzOiZASUUIhYIGdESLWiVA3qKpgOILNbfKDB3Q+v8ixe/f5JJszs3OEskOwwYCgLAt6nQ6HdneZ+fJL9oMo3j5LOLBCXFykmF9A8/MwPw/dPpQBG1LOhCKgIMQj4rHEEwIiLVo8ZSDzhIGIIYOywYANmBwEQSgISYDBGQxGmCmRAQlk/mrmEQsZMBiwBGTEI8qQE1Q1DMdw7RbNlZsMrtxg+9otBuvrWJmFo4dZfvcMs+d+RvHWKXTsEC77ZERAyELiESGJFi+sgp+QbR6zsEECAw1Qk0k0lLlhKhiyMrluiLmEwQj2hnhjC27cxLdvMbp1i87Nm5xdvcuJvV1yGVEowJkpSUxF15SbDyj2dxlcuUzn7LvkhWW6Bw8z++ZxwvHjcPwkHDkKC/M0Qeztj+gtzFCUkSJACGBBAxiIgAzBQKBFKwPJJgOSESZWDdQZ6gx1IqeGcTfiXodOt6QsA9CAM2QQAYhkBUDYICCIx2wzZcDiz4QA84R4xIBB/JkDRB5poB7C9hbcvov/8AWD3/6Bzc+/YHRvlU6qqKs9xssLbN8/S9pfY/nA/4oOzWJKsgIYimCQkESLF1rB31EWZIGZElEiRkFTQ5MoAyChhw9hbYv61j32v7rM1qefU12/StzcIOzt0h3vM5saAokyiiABImczFWMgxghxRFPu83DtIcwu0Dt4iOaN48yffpvw5l10+m10+iTFkcMs9DvUTUVSQSgLAkKAAAMGkngs0OI1ZiDnzFSQERmaGo/HsLEPu0MYTnBVk2Q6BxZgvk+Y6UK3C1HkGLAiIFAgGDJmSuLfJcB8zYLAE8ZgE5wgGEZ78GAd37xFunSFvd/8jr0/fU5z8yblzjbznUBRZPK+adbvMbp2jeW7d+CNIzC/gGOmQVgiKhAB0eIFVvB3YMCCzCM20ZlIAmeCEqEwykZ1gsGQ8e//wOCzy+x9dY3Jrdt0tnbobKzRHQ0pm4rCiUIgBI0xBgsQkiAZqMlUKARKjMdj8u4eg/trjK7epFpcYuadd5j/+CP6H39A8c4p1CuoQkEdIlZBEQoKAlMZSIIsKIAAiBavIQFRkJqKEERwguE+erABN+5T3V2n2tyiGY9wKfpHD1AeOkA4tAIHD+G5BdyfIRcFKBItpgLGmCnzhCSmBAgxZb5mIMvkkIGMbIINbmA0gQcPyFeuU336JcPPLrL7+SXqu6uEvX3KuqETC4KgqU0a1KStIYwzVCY0RiU0EZJMjxYvgYK/EwMGDEQgZIMThIzIaG+Pyc27bF+8wvB//Ib6yk3qu6uwtU2RGhZlSjKSsTLCOBtnwIBBigSJ7ExKDU1uaGSKGCgERZ3w3pDxg01GZZd6bY3J6j36q7coH37E/Ll3KVaWSeqSKcixQ1QJBBzACAOmxWvNSEBukAIxNbA/hPUHTC59xf6lq+zfu8dktEenFxktzzBz4hj9t9+hOPMu4Y2TqOxBCEgBAWbKgHlCIL5BfJMBY0zGapATIiM3kBJsbeKbt6k/v8zw95+z8/kXsLFBd1wRFYmxhAYSgaYpaXKJ1cH9BURByCBDxhhjTIsXXsFPTkwZyIAQIGRDXSMq0u4O6curDP71/2X1X35DdfUWc6MJc+OKOB4TJiNm5mdQyDRONLkm5UzIQhayEAGRweCcyLkm5wSCmBO9GOhFIQfKuiLWNcPbN9ndXGf71hW61y5R/vf/jd5H7xMOHyTNdLEyDiCVyIEgHhMtXlsGzJRs5Ax1A4N98uoDhpcus//ZRfbv3qEa7ZD7kbqoGd95g4WdbWaT6RVdQncO1IUiIIwxBEDG5jEhEI9J4inxhHlCGEiEXBGbCjUVTGp8+xbNxUtMPrvI+Msr5Jt3mQuiS0RFSc6Zqq5JilR0cG+ezqEjaPkAlB1MABsZJAMGDIgWL6yCn5AkpizIhsYQBMg4N2i4T9zfYfT7P7L3f/+ayW8+ZenOKq6HlE1DJ2XKkCl6BXU1pCFRK5MKCCFQNkIJyCa7wW7AxjKKpltEihhRCDglmvEQLDqxSwiJbjKT3YrhcMDe5iab3R4HqzH9X3xIOHGM3I1YDSgQJDpZTCnQ4nUlQEAmKKJkGFbkB9tMrt5m8NU10q279He36DUDtF8RmeDJgGHKQEmn6BN6i4SiC31hTJMzoRNAAsSUbWShIJ4xj0kQAGFMJuQa1SMY7cNgH/b2aT77nMHv/8j48yuEe6usJChzhpxIdSaljFTSuKQu+nSOHmP53HuwvAD9klwEjCidCTZBpsULr+DvQEAUVBkkCE0mjiZoexdfvcrgN39k/PvP6F27zdxoTB0SkIk2MWecEk1ONDFTFVAZ6mQKRWIREQKDMVMCpEAEgjMxNQgTAkSLTKLIEDEdQ6fJxME++59ehE6HRWfmyMSTx2GmIBclU4FHTIsWDkgRZUMOhBToNtBrMk1KqGlwSgQSTc54b4zvrjGKX0LusKQORTWBY8fQwhxFp8RAtkGAQRJ/jUBGMkgwruH2PfLFr9j97R8YXbwM99foT8aUTsQEzg0pZUwglwXl8grdt8/Qf/8DZs+cQYvz0OmBAgICIigQCYgWL7iCn5D5moDCUDRQjBrY2Icb60x+/QX+/Vd0b95nZm+fPhlFyAJZhBwwomoSsdOn0ymolBlUFXsZGkUygSeMgW6nw+zMLAszM8yUgdH2A8J4RKdu6NRQZqEMwSCgFHRTIq8/YPjpRSzAZt4BTp3EsyXESCaAINDidSceKQFD7kAukQuUC3AkK5AlTEAqCBV4e5/MHUaTRBkjvWZCzBMoT6L+AXIGGzAgEOI7BJjHhIGMnGE4hJ1duHWH5sIXbP76t1RXrqO1dYrhEJypnZCFUybnhIPw3Cw6fpT+uXeY+fkHhHfPwNIiFCVSIEg48EjAPCFavMAKfgzmuwTmCQECSkFojIYVeW2TyaeXGP/pIuHmXcrtPbp1RYigGDEBE3AQGZj0Ip3FJTzbo3bD1t6Ay9s77NtkmSkDOSeWel2OLa3AsaP0FueoH9yB7U2anQH17ojOsKJPprBBBpmChu54yOj+fYYBsAkh0p9fQEUXeiUIENggHhEtXmeBxxRxKKlCwSQWNKGAUGBHIqajiAwe1qjaYLI/ZlCW1Mp0SlPMFnRnu4TYxSowjwiMMQaDEIhvMXKC1MDWFty6Q3PxEoM/fMrun76gv7VDdzgiNDUpm0lqEBFjqgDNTI/uyTfR++/Q/fgcxfvvwBtHoN+HDEGAIEsYMCBavOAKfigDNhgQzxiweMwIYYJMqCvy5gPGVy6x9/vf0Vy/QtzZQM0QuyblgBVpgBQCLjrkfp96cY7y1Emq2R6bu9t8deMGv93YZK/JJImnmiZxbElMlpdZPPsOx986Sdh7h+b+Papbd6hv3ad6sEnYHxJcA4nsRFSmk8ak/UR1p2aYKhRM99Rxit4M0IWywDFAAMtgnpFEi9eHQQIElBHP9WgOLtEcXKR+MIeqfeKkJqaKGCA0CaoGjybkUcMkXqOOotsN9GZLuv0O8cBR3J0lxYIkY2dKC1kgwIDAGOUEuYY0gckQ37lL/dnn7P/xT+x89hncW6PTZDop45xpckOTG5oYaIpA1enA0SPMfPQh4ec/p/joAzh5HGZncRAkA0aAANPiJVHwQxiwIQM2CJBAPJOZyghT0MBki/GlC+z+z/+LwcU/kh7eIU52ydQQRREKcggMk6mCiAvzdE+fZu7D95j/p//CAzLXf/Nr/o9rl/k0TxilGvO1DBynolic4d2P3uPQf/tvqCior19n54+fsvfHTwlXrzG+fJXueAB1Rc4VZVlSVxUxRXppSE5jJmpI750hzi0i9aEXUb8LJVh8g22+TRItXlkSKAKzHcLxQ8z6PSab9xk2YxKJ4oHpV2NyM0EZSkTMJlaZem2HRjdxDITSOII/6KJDPVQWZGUaoHAEBOYxB8iuUD1C1QiNhrC5Sfr8Ihu//g1bf/wT+dZdlioo6aAksiEoUQRBp6DpdOHQYWY/Pk/3H/8RfXgO3noLlpdxDDQ5oRgRj8hgIwkQxpgpMRVo8YIp+DHYYAMCjAEDBiwhIDpBNSLfvUm6fhXdv09/sMP+aI/gCYo8UtAg9uuGXQW0vMjyhz/j0D/9A/qv/0A48SZ7d25zb36WjcUFHpYFk5wwX3POzJaRzV7JZq/DRrdDN0T6777PgUNHmD95gvG//CvDVLF99QpdFcz0SkRNCJngBqVMHpr67j2u/e//J28uHWHhwDGYX4IOYMBgzFOSaPH6ECgABgrBXBeOH2b2/bfRaMCoaZiMJ4zXhvQlulEoBwoBFgdVMNwfMrpxg4FHMNjnQFVSvpcIRw/TmeviosCGbCOEARmoK5QqNNrHt+5QXfiM7V//jv2Ll9HqQ3qjMTOdGVQncjY4oxDIEarZPuWxN+m++x4zv/wl+uBDOH2KvLxM7nTIgGMkWBiQhGTAgDFPCNHihVTwYxCPCAQWf2amZBMApQzjiuGNOwyvXKe5v06xs0+vShRZdLKQI3UoSZ0u5coKMx/8jIX/+r9Q/OMncPwwabbDKGRGysRuByuQEWCeykAWWJAFOQRC2SV0usSZDqEXiB1Tqma7NOneXdJ4n7RfYQWkjMk412g0hHtrcOkrePMkdDrQWYEQeEy0eI2JJ4IgRpjpU54+zlxTESUSme08wfs7qEpEZ6JBGXrBMB7D+pjxZEg1bJhomTAOxHMN4dQRuotzZDU0ipiAEJ2cUDNBu9tw+w7p0y/Z/H9+x/jLq2h1i96koRMLYgDFTM4ZOyMVhP4MOnac/gcf0vvFL4gfnYcTJ2FxCZcdElNGCojnGBDPES1eWAU/BvGYxRPiz4x4xIYmweYe+1duMrp+h3Jzl86oJtYBORIJWCV17BAOrLB07n1m/+mX9P/hPJx5E2ZmoOhAp4AIJiNMwDxhMNgQbGQTbASUZYdQlhADHFqm9NvEZkzuRka/u8D+V1eo6z1UmBADQQabmCq0t8foi0uUb7xJ//BBPN9D/RmIERAtWkwJioLwxlFCGaEsyTEwUQ03rlNvPCTmEXKmTMZNRXBNr87EpiK7pCq+QLlLF1F0A7FfQFmSQ4EpCBbKDQz3ybfvUP3pc/Z/9ymDzy/TWd+gu19RpABEqroiWjgYx4LQnyMePkr5znt0fvELil98Am+dxfNzuOyQJZ4Q4hEB5s9Ei5dGwQ8hwGDxNYEBScgZBMoZRiO4v8b4yi2qO6v09ob0GmiSyRaKHeqix6jbY+6tt1n81Sd0f/ULePctWJjFRQfFDnGmB92Sca7JZMBgvkOAAAGxU0IZyTLuFoSDS4RffMR8t4uSeLg1YPvhFj0qejIhQDAUKZN3BwwuXyG+fepCqdUAACAASURBVIr++fehOgjdEmIARIvXj3nMBhkwjwRQhKUl6HYoyw7zRQkB9mWanJmkTbInZGo0rgm5JkZTBMh7+4yu3SS7C0VEs5E4VxKXZqHXx6FDSMD+EN+/R/X5RfZ+d4G9Ty8R7j2gP5rQqzNkUWUxaRpiDLgo0MwcxaFjFGfP0v35eYqPP4azZ+HAIXLOOIAxQkgCAeabLJBp8cIr+KGCwGAMAiEESBCywBnVFWxu4Zt34O598tpDvLNHpyzIVYYQULdL7s8ymulz7JcfU35yHs6+DQcPQlGQ6oYmJeoAuVtQR0jBZBnxNQMGLMgCSygGCIEmRHLZo+xGwtwsqhvm9ivqnTG3bt4i5kBXFSgRBSWBye4AP3yA1+/j3Q1UAs5gg2jx+rDNYxY2SDxhAQLzSIT+DBw+THRk0UJ7+wzHDZPKVNUGddUwU3ZQguwamgZGIxhvUHMDdwLuw2w/otNHiCsHoT8HY8Od29S//S3D3/6eyZdXKNce0h9VdEYTYmqwEkUI0J2hyoncnyEcPQLvvEv3k19Q/pdfEd45C0tLWJBjQAGQQSBBNsi0eDkV/I0MmCcsnrFAgDAIsKBJeHfA/uWr6OEW/bqhiwk2vdijiZHc6VMuL7N86iSd998nnD4JyytQ9MkekyQSYIQEIQQEGLB4xgLLZBkD5gnziAJZBRXGrugeOkz8qKQzzhy8cZ36iz+QRjUgCEYyJYnUTKjW1xhcvcr8mbfgaBeKLi1eazbYRhjxiCI2oBL1CjhUIAfmd/eJDjh2Geg6+/fXCPWEfhDBYDdQNxRMCHvbNHfusNeHFGrm9AuiAvRrvD0kX/iCnT9cYHLpMqyu09kf0akbohtEZsqCJgTSzAzx2DG67/6M/s9/TveXvyKcOUO9fIDUKcA8FsRjNmRavOQK/kbiCfOEJaYEGMg2AoRxVVPt7HL/q0uw+ZBZJzoxIvFYYzPKxrPzHPzkl8SzZ+HgQSgLUtNQpUQqIlkgoEhQZh6z+JrBAgsMWJADZEEEYhYhR7LMMEWKXkk81qF8/11WfvUJD+/dQuMhSgkBIqMCnCYM1u6TvvqK+Y8/hoNvgE2L15OMeMTCgBEWiAKyEQIBvVk4XBA+rIlFQSy6xBSphplmZ4emGlJYoAY7E6NwPYathzTXG3abMf3ZHnF/DN0Z0toW27/9A5OLl9H9VeLePrFpyE4YEwSWyAQmoSAefYPue+/RP3+e7vlPCG+fhYVlXHRIEgpGgBEgRItXQMGPwHzNgDB2RgJShqom7e2xfe8u8/t7FJgYI5nM0BUjRwYk4vwch869DysrNJ0uGMhGoSQLMgZDNMRsZDDPEY9ZYEEWGMiCgAgZBGRFUEklUC8Sj6yw8OH71H/4HWl7g7Q3QcGEIEInICXq3W24fQdWH8C7NS1ebwLMYxYYEQBlgQEJxwCzEZ04TpToNqLZT9S7Y9Bd0rahSoiMMKHkkYY0HMB6RTXeZ7df0ru/Tih7VA+22fzsC/obq3T394iTClIiJyMHsgI5wiSKQafg4Ntv0T9/nu7H54lnzpCXD+BOF0sIg8yUeMSixSuh4AcQYECAeUJMGchgICUYV7C3T9rdI1QTIsZRNIZxSFSdkma+j44cgFNvwmyfJgRAlIp0y0hyBTYBIQQIJBAYEH8mHrN4QsYCBBiwEIFOUdK4obbpzs7QO32K2aNH2bsyQzXYxjZBIpYF0RAmE7S5Cw+2YDyBlKGgxetDErb5mnlMPGZAiCkLDDiIMD9PPHaM/qhB+xXe3ydGUKhJO0NcT4jZEEqioWgSeVCRJiMGF76gunmXGEvq/RHp3n3KXNFJNbFpcMrkzCMiBVGXBdV8D68covfROboffUQ4cxYfPEjqdCGIqcBTRogp8zXzhMT3EE+Zv51o8RMo+IECkBHiKTOVABlUJ9gfEXb26DUNpRMoUwdoDMVMn7hykM5bb1G8dwZWlmBhhrLfhxgJNmRTWkSbQMCKOAQsQOL/Yw8+uCw76/xQP79373NOpY7qVmjlQNAIEGE89r32Wnet62/u5euZsScBEqABRFIAtUKnSufs/f5vVReSEIIx9oywQj1PK+LMrASDaAkhKVJqCOVELDNaiD7P5sVSHrrubmsOh0GNA2YNw9C0meWmLA437B9ze189sFHLpSTO+cJI4lRVoSRElChFiiBIpBCGnT3DY49a9LKotWyxWR05/OW7jt49Mh2UYcOqbVllMGKxmax/fVO/+a65xUK5PneLaW2cZ0MnfVAVlcFRBrW3Y/Hc4576v/+9rb/6ljz7tLp6Va1WMow0WqOECrpUvK/ivooPxX2p+EDcV/514px/Y6N/A82ZQjlVWiNTZzNxfMzhkcU0WfSu9VIVPRyb9Vayu7K4fIHVktZIvC9FKxQpChX3pYj/uUqhiPuaUpo2RFZka8u1Jx5z92c3HK0P9HvvqmlNa9pUUmEzsZko55zzB/RGnAhSuigMy6Zd3tNyw1ZNkllzYOq3HM+3zdNt03oyTBvLxjg0Q5VVNdVnFNWlZq1KqilNtUHXrNtgunzB6rnH7fz7b1j+u2/LM0+Zr101b29rw6CFQooE5URzzufK6N9CuS9xXyFCFfNGPzq2Pji0mGaruVvMpcKkbHrXW9m6sGN19RKrgRZnCuVUyscEQYRyX5SIVKQIokSJj4oTibQm42jr0iXrixfNqy3zvcG4KcNQpqlUurl3qqOc84VVVe5LfKhEuS9BeV9HD5aDdumCxVNP0GeLPlnNk/WmrDe/UHcO9aPJNE9Go7SIriqqF4qKSjNnMLfBlMHxMKpLl+186Sm7f/kXFn/5de3Z53jgAba2ZBwkkVBxphDnfP6M/rXKhwrxW0ExT+b1sfXRoWHuxrkMvfREGr26HsadLcuLF1iMtBB/uiLivkLFqSBFEOV9pShnQhKGwaaYqvQicwy9GdA6BipIOVVOlA/FOV8w8aEq4rfKh4qULnoiy4XhyiXtyae0qVutZ/2oOB4s6k1Dvy3rjbnPmoZQpcpvNTHomuOMDhcLdxcLDzz3rK3vvGj57RfkS09z7bra3pVxobVoiVNBOedzbPRvoRAfV131Wc2zPs/SS+u0Tg+VOJVEWyyMWyuGkfg9pZQPlfvKB0pRPlSUUkoplFNVVHW9SkRrjUS1wZTY9G6aZsNcWkU6Q6K1gRZVJYrqqkopEYokzjnnQ0ErpBAljKO+d0kee9K4me2sZ/1obZy6Ns16v2OzmfQ+a62JU0GkGNNMPabWrLe21PUH7L74gq3vfEu+8gzXH2B3T28jbdASifsKQfm4xMfFxyTO+fQafWKKKkkzjIPFOCqlV+lVSlElLST0rqZZnKiOQqiiiqKUqlJVqkopVaWqRJyqTlUpRaGKKlXlVFXpVfrcpUXTJGEY7D74oOnCBdPQ9Jqd6n1mGA3DoCd6nw29qyq9uohSBoOqciqJU1XlfUmc87mQxKmq8r4k/pBgqFIV5UzrbNYbw96ePPOU9I3V7XeM774tt2/ZHByYpknvnQoJCqVVs+gxdZJYXLnkob/6lr1vvaB99VluPMJqi+0dpgnxh8SJ+Lj4oxLnfPo1/1pBfExXJAyDLBbG1WhO2aSbMpszm82kVO+O9g8c3LrN8ZqO8slIJJFEEqeqinni1i3zwYHeOy16mJQKQROtl3PO+dOkUKTTOq27b9heyfaS5ULbWlpd2rOZN6bNRlUhkhAfla73Y8lktRrs7e7Y2d7Rrlzm4gW1WOhzmTezXpQ/Is75fBp9UqqTMA7aamm5vWUzxnooYy/MKqUVfTM7unVH3nrX7sExF8v/klBOFOK+QkcJ1ahGSpSkGRaDqnKqT5N2dOz2b37j6M5d1WdZNJsKc2No0pomUg1N0rTWJHHOF1IFRZxJUfFRhR4qCA0hi5J7+7z7Fm+8Lr/+ten2HXV4KJuNqllrTXxUpawd68No0SZZH/Hue7z9Drduy/YOWzsyNL3PPiY+kEJKiXM+N0afkKpSrck4ytZS29m2XjTHQ1n0rhWV0pS2mRzfuuv45jvsHzDNUkURIU6ECiJChYoqv1XeVyiFokhFqilUSmvRElVdzRObtTrYt3/zpunOHW2atTRCH8IQfYjWolqkRRISSZzzhVMoxJmU+1JU3JdypkKFoIrqMh1x6y3zz35s/dL3HH3ve/rbb8vRkUwTKRERQaHQFenKrDaH+rtv2//5z7WXrlusVpad4cYNdncEcaJ8VFBEUe4rVJzz2Tf6NxaUUCFhsVTb2/qFHS7sWC+b494tiwGtyrDZ8N5t/Y1f89bbPPyQtr1NQ0Iic0TTqkk1TaNQPqqoKlWlqqhIj5amN3qjI52IbDbcuWX+9Rvmm29z+57h4Mg4TdKpKuvM1mMsdlfsbbEYaBFxzhdOofxWSPmIlDOFQguFKuaZzQHv3TS/+mPHL3/Xve/9g4NXfmjnzr5xs6EKjYpWpEpXKhiQgYp+tLbZvOe405ejnV72etlaLOTSRa01RIr0UqEaheZElQ+EEu+Lcz6jRp+AJmYDaSyavrNjc/mS3ccetv71r6yPDyyGQQs22Gy0d9/jZz/nhz/iqUe5uEdbElQnkYpomkE0euhUfEwVemlzMcepQjUKw4SEw0P1xi9N//DfDTffVrfvGt67a1EbW1tLh/Ps7tCtry4sHr0mj11nd0uGQcU5XyyFciYiTsSZQvmooCGYO8eHvHOTH3zP8T/+g/1/+kebV//ZztE9y82kVVRGgipt6qp3UmqM1CA1Sm8kSre+e8v0yo8dYbFaWFy5aHzwqnbpCuPAXGxmaVEjvTVByn2VUignKk4lzvlsGv2bi/sSRM+gr1bGy1ftPHzD+NB1w7xh/9B0tDa2gc1s20a7dcf6lR9bfOMF2dvjcrFY0hqih6k1mxZzoiqqQpWPqJJeFKUIglBIObM55ujY5r3b3vv+D9R7tyymyTKxqBjmsrPasT829cBVy0cfsrm0a9zZYmjOOee34o8LenF0zM13+OefWP/dPzn67ndNr/7M+O4ty+Njw0zS1BA9dNQy2tBoTNWtN7OxomkorWZb06zfekf/2eBga6lWo4toL3xNrl2nDdSsd3qPSiknqpzqGXRUkcQ5n2mjfwvxeyKaaCqlLZaGK5c98OUvu/nTH9u8/pbFcbfsA2n61C1T3D3y7is/dfFHP7V16bI2LtkJw6inWbc4HAeH4+hoHPTWRJwppwopUk6UHuYFRjoSxupSa/Zv8cbr1i//2Nv/8JKdd94x1iSLpqY4nmdDNRsxXL5i75mnDY/fkJ1tNTTnfOHERwWFQsXHDIrC0SG/uale+anNP37f/j/9yPTq68Z37lgcrg3rmRr1NF3TE1Oj725bbG+T2Bweu3frlt0WC13MksmoLKduevem+aeDw5Cjjb25Gb/yFa5dUctmo1RbSDoVFb9ViHM+F0afmDgVoTVtZ8f200+ZLl22GVf2hi3bjeO+1joLYT2586s3tR++YnjkYaudHQpbW6xWehvMbTC1ZqogWppUd6bMaEVDExo1lGpE16prfeLgNm/8yuE/ftedv/l78+s3TUf7es360MiotcF6HGxWS1sPXLP9xJPajRusVqQ55wspfqvcV5hDdyLua2iK6hwd89ZN849/6vi7Lzn+7g9sfvqa8e07Fgdrw1SqR9fMbTCn2bQ4GpurTz5hvPaAtFG/dc/w+us2770r6wNjzWIy6JbV5eiezW9+Y9qUOwcb43LXdpXhS0/z4GVZLTSNGgQlClXOxAeqEPfFOZ8ho09AIX5Ha2xv8fDD+vUHufyA4Tja0ZE6mgyasaKvN9y67e4PfmTrkYctdre1AeNlbWvQRDYbjjaGTTdUpGiCUii0YuiMxVjFZiNKa6X1DUcH+mu/MH33++7+zX937/sv2zneGOaOblLa0AzbWw7aUq5ft3r8CeONR7l8FaNzvpjKmSrKmdDD7EwTQTqmztvv6K++6uill9373svW//yq1VvvWu4fWUydomewwVRsxsFme6WuXLJ68Wu2Hn+MYWF856751av2X3rJ+u2Ntpms2qg2R4aUqomDfevppuNNd3fvEkOzZTaOz1g8+ADjQiUIoheVUk7F+8qJIk7EfYU451Nu9Emo0hKnSslywaVLHF6396Uvm15/m2PuvfaGZDT06MeTaXNoazF690c/crC7slyx2onsNMPOaOyz3LmnvXfP7nHZ6mWDKGeiK0Mxdoa5DJtu3t+3WI7aoujH6p23rP/6v7n113/v8Ac/sbxzx9C7reXStDm0mWeGmJTDnZULX3nOxeefl+uPMKxUH5Q45wulqnygSioohUJHQ6vSKtqms79RP3/d8cs/sv/SDxz8+Cfy+puGg0Nts5aa9US1WM/d8aLMW0vt4Yc8+OLXLf/qOzzxKMNKe/eunQcuWx8c2BwfqrtluWD/6EhrjC0aWp/Mt2/bf+Wfza25OMTe1kLb2uLqtgwDoqpQCKLKiXIqiY8pypnEOZ9Oo09QVTkT2sBy6cqXv+zgtd84fuNt4zu3DYclZunRqhvntdWdfQc/eVm2Jxf6XTsHL/L8C7Z2L3kg8dAwutjLwqybUU4VRgy9mLpaT+p4bfXANUM6d95Tv/6l6Xvf9d7f/K39l34kN2/Z2syGlFYlvRNqueDCnuHRR2x/+TmrJ55Quxd1CxHEOV9sVRRaqaJ0KdqmtKPOvWPeuunwn15y7x+/7+jHP5V33rHYHBv6hNLD3FgPcTREv3zB8qnH7b7wvJ1vvai98FUefZRhxXt3DePC1cND93THP37FndvvWKx21HxMZ0Cq255m+2+/4/gnP3V3Mchy4cK45LkFlxuL0amgWpQT8YGq8r4mzvnMGH2CkvjAMJj2dozPPmP81RsOX/mJw1//xvbxoXEuPUxDV222rHvcet3xK8fmg9s2b73lwtu3tSeetn3zlitHB/b6xqq6CSXeN2iWbdCcmGY5XMudAw7u8stXrV/+B+/8j7+1/vFPjO++x9GReT1rQqeFNizU1jaXL8qTN4zPP2t44nF2LqoapBAS53w+lA/FmXImzgTlTBIUyqlgKMZ1NxxM3DlWb75neullB3//ks2PfyJvvWV5dGjRmIdynC7K1MrhyObqZcPjj1l87St2/t2L2te/xiOPsHuRrGSxZxi3qbIym4fYvPKKdvuWfhStZq03rQaLitXhkc1b75jGXzgatmxlaWxb8mTj0kVZjJJISCiUSHwgSCGlxDmfeqM/hzAPzWZnx3jlsvGJRy2ffcr+m2853j8wTCVKV2K2MnG8b/rN5PD2PYdvvm395i2Xvv4tqwwuvf22q/v7rle3pczeFwtxrbg6zy4eHdu5e6C996rpjdcd/fD77n3v79195WXLg7uW08zUzb3rFZWBDGqx0Hf3TFcu23ruaeOTj8uVq2pc0eNUlHM+V8rHlTNxJkXFmZRSTrUqY++G9Vr2D3nntvnnv/DeX/+Nox/8UH7zhsXhvoVuGLrNMJla18OmNXeWo+VjD1t97ctW3/664etfcXz9isXFi9pyG0sWQePppywzq8ThZrJ+9WfmuYz92BKtYqxu1bscHOg3b5rGhf1xtLe7awwefYRLF7XFQg1LRIWEciYIoryvnPMpN/ozKNETfbHSt7eNj96w+40X1Ht3Hd/ZN83vGdZrzWysQfWBNW29Md+57eDtA7feOdTe3jfv7bl486Yv7R/oGd0dynHvNtURW21wvXdP3Lnjyq9ek+3v23/tTdMvf+nw5z918KtX5b2bxqEMLZKmiepM1dVyycVL3Lhh+eUv2f361y0fuaG2tpWmUCHxe8qZ+H1JnPOZ0X0oKMSpkHKqlEonRRjEUJ2DO7z9lvlnv3T8/e+7872/Nrz5htX+XcuaLAYylk02psZmHG1W2+Yrl61e+Jrd73zL1te+ymOPm9MsFivGBdVIqcXA9euGxWirog6O3Z67o81k2W8ba7JQzJMxUfPavH9Xf+sNB8Msu4PtOjT2Q214kiuXJQMJaSo+VE4UKSknQhDnfHqNPgFJnKoq7ytNMxh2LhqeeMKi2KqFO7eOHG9+YL75ttXMThus+6TP3ZhmabDTm/Vbt91+528dtcHeOPiPrXl+dcG9aXJ7OnZvPjaLna1tF4trb7xpeee/uPn//XdHv3rD8ujYsm/s1gZhU9oYwxBJ04fm7v6RYe+i7Ucft/udb9n5f/4j3/4Gly6ZF0uzUiKtVJUoSZyqKmdKEmeacz5TCoVCnAkKiRNBmWrS07UwGLQKZt5+3fzK9x393d+597f/w/KNn1kcdsu5G2ujzRM9WmtqXOjbW4YHH3HtL15w/f/5z5bfeJ6HrrO9bWe1RS+mCZ1q2taS5VXGpbaZLdeTRXV39w+YJtvuafNGzGZNTDLvy8Gx+eaRd//utr2jd13MkeWFUa5uaW0hbSTxvkKcSZVTaYUo53yKjf5MgqCLtrUtDz0kL0wuvHvL0dGh2/v3jG/va4ul1kdDdRFDYlAWNdnqs70W89RMiWu9Ww+DzWrXcXYcThsXLlw0Vhn371ndvqNtumtHk0V1MptbmVIO12vbix2r5ZZe3D1ey5Urlk88bueFr9r+9jd4/svs7OrDQk9zzudWfFSciTPlTBCMGWz6rM1dm485POTdd9QPX3b37/7G3X/8e/0XP7G1v2/RB4uKoTpmmx77GRxv7Rlv3HDhL150+a/+veErX9UfvMHenjYuaI0+odwXBBnU1jZXr1s8u/FAuq1pcm85OPjJT823jlwaR22OUck8mY6Pubs2rQ8crwb39rZtX9i2s1zIjceMe01bNHOacqKI39XRnPOpN/oEJVFVgqFoNYsSJ7YWPHJF+8u/sDy8bexr0w9/av/2PbvHk2XvKl0Pc2NOkTIWi4oSyypzBrNmCkeN4XDfoCyKVWdRZdFm6ZM5XU+p1uxdvqCNo6l3x/PscLmw9eyTdr/5dVv/7hvy1Wd54DLLUW9RISGhFUlEvC9xzmdbyn3xW3FfOVPORCQxVuR4zZ3b/OZN/vkVh//tb62/+331ize0/Y0xg1E3VEkxt+aoLRystuThx2y98HUX/uqvjN98kYcfYnePxVKJee6qSCIJonoQbVhoO7tcu25I2V0f6rV2oJt+Gkd3Di3Esne9aDWbDid9Xus3bzn655+r5a5hXlqsaY9FLl6R5Za5RYUg5ZzPltGfQ5UUqS6KKsaBvW2ee8zO5pvaMDje3bX5wY8dvPlrddwxm4YytcIsSlOGXqJp6H3Wp5jCsqM2hjCmGcWg07rZrKfMjd6ocXRvmk1huHjB7o0bdr/zou3vfNPwwld45CFWC9UG1UKQLiKIOFPO+dyIE+VDoZyJ3yoUbT1zZ1+99ob5hy87+B9/Z/OP35Vf/srq7oEYDGlaNnpmvTVHbeHOYsv04CP2vvy83Re/afn1r/HkE1y8xHKpi7l3h0dHlsul1poIolDFmKatlrSLLGOYD+3Mxwasa7D/o5/ZPeqWm8lQVJ+pTivT3QPza285rpVsmt2MlhXtsWiXr+rLlVPxW3FfKSXO+VQb/RmUU6WVE+VUtYHVUrYuW/3Fl622dmz2Lrq7s23zvdH6nXf1g32b6ciQbgypSaokXdOpSJVsaE5UtDQZSHWqdJ0iQ9Na08SmYtO5NwxcuuDiM0+5+s0XLb/5onzlOW48zMU91QZ9HPQMiDhVTlWROOdzplA+Ks4UKfRiLu7cM7/2pumlV2z+/p8c/sP3Db943fLuvnRqHAXVurk1x+PocGvP+vJVOy983cVvf8f2i9+QZ57SL19WyyVp5irrXja9G1uTNJVQVNxXjWqjLLZZhkdvWKYbDcZ1HNxZO755i7uHxk1JTYZaa3MZjibTe3dN05sO17O2tWIcLBdL2d7RhlGlkTjVg0Q5Ue5LnPPpNPqEJXFfopQUEqmBtlJDl2sPsNy22LvsygNXba494PhHP3bnZz939PZNu7rFQK2P9Do2h0LNnd61TquIZmhFjzll7rOpd4ZmtVhow5Ieh3O33tq1fOhBi2cet/2N563+8ts88wyXL6vdXbVa6lV6W6BhUJqUE4VSRRLnfD4EhfKBig9VMRWbYtrw5luOvveyw7/9O773kr1fv8PBsaE70Uy96a3Mw8Lxojnc3bV58BEXvvRV1//jf7J68Rvas0/r169ZG1XiVIk2DnYvXHCq/FZIoyGFII224Po1xmgTy8Pu0lF38NIrDl//tfHOZDGttR5jxTB148HaNN1x9/jYwd6W2lpwac/WI9e11YK2pbeoRg8lIppzPuVGf24J1VRKpZnFMAzaxQVPLGWxsLhwwebKJe3KBe31N8z37klNDt9+y9Gdtczd7mqlNqWlazNmUkHMvWyqHFc5ThmWS3dRieHiBe3KVePDD9n98rN2Xvya1Te+xnPPsFrpw2BuzBUyqIok4pwvmAoVCg3pOJq4vc+tW6aXf+TgH7/r4KUfWP3ydePxmqmkoqfQTY3NMDra2TU/9LDll7/q8nf+0vJb39SefMJ88aJjZX/atz1uGzNocSI+pmiNoDlTjbSGgd09HnnYsC57aeYq9/psPR9a3dm37LTqWp+0Ises+uTgZz+33lmoh65aPvuEdukiZun0xJQoLJzzGTD6xBVKqtxXTQ9TmM3SnQhp2s7AjVF2d2w9+rDhP3zL+he/dPCjH3n7Zz91NM6mYTYc7OtpFGNYioVoVYgaohZNW42GZXPHbLO7Y/Xwg/aeeNLeM89YPv2sxWNPGG7c4Oo167aSLHVR5QPREEm0lKCHIM75vAkaisLsTHNiLg6O+M07/Ozn1v/wXdNLP9Bfe8O8f2weFxhJ19tkM8yOh8Fmd4+HHrX9la/Y+fa37HzrW9ozTzm+sGttMh0eMU+GndHQnGj+kIQg4lQPhSFkKtrIxQs8RVsNlgf7FtOR435kvd5XmwOpMqSk6BWtl9XRgem99xz/5jcO3nrL9oMPaVujDAMVhY4ugjjnU2z0Z1HufybXowAAIABJREFUK/f1NHNj6mWokk4SNSzYW6itleHBh2w9/bTFc88Ynn7M8PPnbL/2ms3Pfm7/1Ve9+dqbDCzmWM3NcqYV1btxa2V5ac/yygVbV/YMD1xSj1y3ePwxW08+buuRh7Ur17Qr12X3ormN1uvJYFQImqIKEZEQJ+K+cibO+TwJVVTooSNOFTVzdKTefsf61VcdvfKK+tUvLW6/Z5gHWa7MaSqDqXXHY7e/aIaHHrb91eftfPObtl980fjsM/qlS47TrTdr47yxu1gYq2u9oxC/K3EiTiUUKpTSldZLhK0Vq5HtlcWt27aODtgcWR/vO5qPpGaLKkMv1TfSGafJZn/f+vYdm4N9261JleoljRKFQiHO+RQb/VnEfSkfqIgm1Sl6ImkqTa0GEcPWjmF3x+7Vy3a/8jzvvO32919287/8Vy+/c9fBet9QscAYWpVS9pZL169d8+hzT3v4y8+4+tXntBsPcv0BLl9ia2mq6Ft7Mq70jooaIkiI95UUKSTuK2finM+XwhwKhRRNJ0XfqON90623Hbz5msM3XzPcfc9q3hiCea3Cutik2Sy3uHbV+NXnbX3727a/8Q2LZ5/m6lXzMDJvDJrlsLC93KY3qiMkflcqKCXEfXGqKCdCa7TGuGSxMj79pJ1pMiiZJ+9Nx9y9o47XVpvJMJXWu82mmzelzSVo4+BUCoVCUD5QReKcT5/RJy6SEPRyqmHEYCSdVpJIBaUJSinJyM4Vti9x+br37q398KV/9l+HlVffe818NGkVDQ0NV0f+YvmE//TsMx7/f/+zPP0k20uGRotqTVp0TU0zYjEG3akggqCjVIVqTrVypqi4L4lzPtMKvZhDL4ZiUSXVGWbmA/3ols3dtxy892tH995x0drOKjJ3h/u3tNW2494djc3i0jXXvv4t/sP/Zfnii/L0k1y5osaB3q3StMW2pphIkEJRzqQ5U5QTjRAnyn2pSGsYSKiOaI/csFxuGbd3DMPg9vrY0S9+qd26bXVwaDzaKExZyPYFq4tXLFZbcrjPasm4pEghzvlsGP0ZVXxgqKacSNN1EUGKxIkgtNCKClk42Nr1m+1dr+/u+gmOaxYEQZk9PJYLu9veu/6AoxuPWO7tqXFQoUKFEmcKJYV0Z4I45wunQkc5UWR2ojN0zMrGpq9t5iNTK8d9Nmy6oY/mYbAeBsfbK7l6yfZXv+Tit7+tvvYCzzwlV6+oYTBPkyQGv5Wmh1adQkjiD0pHQwStnAht9KFGK4aZy5e1p5+yVXFjWLj1T98z/+IXjt66abp7l3Fh69HHLf/ieVvPPWN59Qrj6L4qqZKKVgRxzqfc6P+ACAlVJJrmXxYSEj0xtWZKHNTs2ORUnOnKRd1mCKulcXubYZDWCOVEiI8rvyPldwUp53y+pUgI4kScCFUMTdvesrh80eraNf3qNf3g2NramIW23HG4HLly0fKZx2x96wXtG8/z5KPq4gXVBr13hTiTxPsqzX3xO+IjCok/Ls6ExYosuDxoTw+2h6VxZ8/BQw/avPmm3NvXxtFw4yFbX3/e8oUvyUMP2CwXxtYkIZFiKMQ5n36j/9PiTPmTVKhQTrRGa5QPVHWVmMOkTNVVECr+ROUPiXO+AFLuS5CiqF4Mo+ztWT78kAtPP+XotV85OtpYrw4t28rq4iV9Z9vy0YfsfvUZq68/zzNPcuUy46iqqyqtNX9Q4n3lTMT/uhAMIymEyzEMC8POjvbgAzY3b8q00VZL2V0Zn35MnrqhX9ozjYNUNFRI3NcKcc6n2+jPKs7EHxS/Jz4QKhQ6epwIIvGBVqE1vTH12XreKCWJcibOlPJRQUnifXEmTpUzcc7nThA0Z6JQpFSVpMnOrvHhh+x85cjOvdvuXb5o8+4dvQ/GK1dtXbtu6/FHbT/zuPHZx7n2IKttlagiaVobVHVV5X9LIaT8C6IaEcaB7S2WI7tbllcvWh7cI9haUBOX99SlPX056hnMnaqOTiIiiHM+5UZ/Rknz+6rKfSGJU0m8r5xJqFChQg9Tn236LD6URA8VeuiJak0l4vcUpbwvcSJ+VxLvqyqnknhfVfljEud8trSQKqqoQncqIsJiybWrWosHH7hk59e/ceett00Ha6uLV1x64mnjtes8cInLu4yNNkqaVk6UpKlyolA+VP4UcaL8URUU5UQjrTGGPrAauLhNdarTilYMUYkuiN6iqotZDM7E+xLnfDqNPiOqCiFRoZQeyu8JFXqoUEFIi/uKqvIvCZI45wuoSxXVUc50aQMVRmxv8eA1uXjB8vIVV59eG9vCsNjWLl1ltc1iZNlUQw9KUqqoKp+cQhEnolBOBANtaJQTDd2pSinMKDRBka6ciaBRzTmfaqP/w5L4U1TooScqdFSo+IhCD4WOQrWoxH1xXwpFxIdKIT6UxO9L4pzPmUI500mhnAlxoqlxpA0yLFjsWiwv0LsMo55RXyxlGCShyIw4EeK+JE4lVMX7kkL5fUn8L0uJ2ZlC+UDKmSiUoDQE5VQUSmFGQ3POp97oM6LKfYkTUcqpClXOhKBChQriTPyOUCWJ31UVUU4lcSbO+QIpFMp9cSLuS0PTB9oQGZq2WDnVxXqO1mJIDEg5E78Vid8Rid9RiN+VxP+eEoXuTPlQEMSpiFPxvq6jlI5SKOd8Jow+BZKoKv+iKkFEnChUuS8+FPdVgjgT8aeIU0kQf1yc8xlU/iRxIj4UhAqJBIWh+ahSiQpVxO8pJCh/WPxh8SeLE4UgaCjEh4Ig4lQQZ4oicaIMSgkiSNwX/3pxzidg9H9QElXlVBL/kjgTBFHuq/K70hqJiCSSaKGJ91UViapyKokzze9L4k+RxDmfcuV/LmRA+aiGiIgTQaHc18L2IpQzhe5MfEwSHxd/ksQfVxIngoZC+agg/rAQmjOFCILmnE+90WdEVUkiiVPVi/+fPTjtmqw6DwS7n3NvRLxTzklCMs+j8OzVq2t11Yf6ZfXPuu3V5bLccgmEBFiAJJKEnOd3ioh7z9PvIGYkywJZInT2Tn8wEaHxZyoQSCQKGQhfEz6XPhcojiXCr6X/NBkofndJJIojmSKDKI6Exp++3vdFInxd+rKkJIFwIJG+JCJkpojwRRHhqyJC489UIByJ8B8WPhd+LfxhBenXwn9MkL4gCI3vl973REohRISIkJm+STgWCITfXURoNL5j4T9Z+P2Fxvda8T0Swhdlpkaj0Wgc6f2RRYTfRUQQjkSEiBARGo1Go3GkaDQajcYqKBqNRqOxCopGo9ForIKi0Wg0GqugaDQajcYqKBqNRqOxCopGo9ForIKi0Wg0GqugaDQajcYqKBqNRqOxCopGo9ForIKi0Wg0GqugaDQajcYq6K2giNBofFVo/P4SofGnrbdiIsKhiBARSikOZaYvigiNPzOh8e2kxp+2otFoNBqroGg0Go3GKigajUajsQqKRqPRaKyCotFoNBqroGg0Go3GKigajUajsQqKRqPRaKyCotFoNBqroGg0Go3GKigajUajsQqKRqPRaKyCotFoNBqroGg0Go3GKigajUajsQqKRqPRaKyCotFoNBqroGg0Go3GKihWVGY6lJkajUbjz0FvxWSmzHQoM2WmQxHhizLTV0WERqPR+L4qGo1Go7EKikaj0WisgqLRaDQaq6BoNBqNxiooGo1Go7EKikaj0WisgqLRaDQaq6BoNBqNxiooGo1Go7EKikaj0WisgqLRaDQaq6BoNBqNxiooGo1Go7EKikaj0WisgqLRaDQaq6BoNBqNxiooGo1Go7EKikaj0WisgmLFZKZDmSkzZaZGo9H4c9D7nosIX5WZMlNmOpSZMtMXRYRGo9FYJUWj0Wg0VkHRaDQajVVQNBqNRmMVFI1Go9FYBUWj0Wg0VkHRaDQajVVQNBqNRmMVFI1Go9FYBUWj0Wg0VkHRaDQajVVQNBqNRmMVFI1Go9FYBUWj0Wg0VkHRaDQajVVQNBqNRmMVFI1Go9FYBUWj0Wg0VkHRaDQajVVQNBqNRmMVFI1Go9FYBUWj0Wg0VkHRaDQajVVQNBqNRmMVFI1Go9FYBUWj0Wg0VkHRaDQajVVQNBqNRmMVFI1Go9FYBUWj0Wg0VkHRaDQajVVQNBqNRmMVFI1Go9FYBUWj0Wg0VkHRaDQajVVQNBqNRmMVFI1Go9FYBUWj0Wg0VkHRaDQajVXQ+57LTJ+KCIciQkSICIciQqPRaKy63grJTKUUhyJCRIgIhyLCF2Wmr4oIjUaj8X1VNBqNRmMVFI1Go9FYBUWj0Wg0VkHRaDQajVVQNBqNRmMVFI1Go9FYBUWj0Wg0VkHRaDQajVVQNBqNRmMVFI1Go9FYBUWj0Wg0VkGv8XWJdKxoNBqN74Oi0Wg0GqugaDQajcYq6H0H0ufC5zLTF0WERqPRaPxB9L4DVUqpZPg+y0zHEikiNBqNxvdF7/eWUkoMdZBJEYoikijhUET4XSTSseL7KTORSIciOo3G7yh8t1Ljz0/vW0rUTJkpErUKRPRE+KL0ufCnIn0qM5FIn4oIhG+SPpdJCKRDIVFRNBr/jtBofAd6v7dwLGUQKGMqYxVCdFVGkelAyAifCmT6mkQE1aEUDqQjmelTmSkzfZPMdCgzZabMdCgzfVVmoqIiHUskGWoGqlKKiPCpxWLpSOmIIsKRgkCJiiQDSYTG6gmkby/8Rul3E75BIDX+vPS+lZAORFGkIpVaCWSSSTgQJOlA+K0yEelT4VhmykxflJm+SWbKTJnpUGb6qsxEImVWogopJElmiCwyR2olUVOizheyhCgTul6WECVkoQtSCkmmjCSJCI3VE35v6XPhDyR8WWqstt53oEQnElGJ4kgGSTiUCALpQBKOpPBFkT6X/sCCDIRDqSJFhlKRlZrszdlbsByEsNZ3THo5SWPPshR12skShCOB0Gh8k0Q6Fn6z0Gj8R/S+pcgQgkQWIklkiHQgyRQqkUSqUgopVMWhEMKxUsORSH94QXYO1ShKVpHJmAxLdve5clVevcGDXVE61jc4fVqcO68/fVa3vmYZLCONqqIqUh+dkoRG44sC4StSo/Et9b6NRBIIv5ZBoKJWVLKiMiQllY4sQSnojIIsIkMikwhkEOkPKxCkA6OoxFCZj3Jv3/zHP3b/7bdt//JDw937Jv2EjS0nn37aiZdfNX3xJXHxYSULQkWVOqnTaPxW6cvSdyAdC18TGqut9y0EAgXDsqpDiihKh70F833299jbkct9sb7GxpTNdbGxRkGt6BzJTjiWSYQjmelTmSkzZaZvkpm+KDMdykxfkqRE+NS4HJRhZGefm3f58LLt//t/2nnv3+x+ctn8/j0Rxdqp8+L2HZbV1mxmtrWum50UfS8jHUqBIEIIjcaB9GXpQJKOpc+FA+FIOJaOhWPpc5mOZDoS4TPhNwuN1dH7lkogybHKmmqpSk1566Z6+7bh5g3DrRvq9gOTUydNL5xVLl7g4fNsbiqlqIWMkFkQBIFEOJaZMtPvIjNlpsx0KDN9VWY6lg5FphgGdva4ekv+2y8t/vVNez/83+LaJ9Ye3FbmD4zJdG9pHNld39BfOGf22MPi1JoyLYqUCEUgNBrfKB1Lx9LXpS9LX5aOZZJJpiPhQCL8RqGxenrfVhBJ33fSwLiQe3uWH7xn/stf2bn0od0rV4zb2zZnM6efesLay8+JF57hsYvK2bOi74iUkTIpiAikT4UQwh9CZCp1MBtH7tyR731g8aM37fz4TeXSxyb374hhR8ZA9JZ378p+Tdy+bbx9m91txlHJqnOoKEIIjcY3SIRjET6Tvq6i+vcl0jdLBEJjtfW+jXAkCpNpqGVkd1feu+72e2/Zfette+//wnj1mn5v6dZ8ND79pM2bt8zuPzCbz3Ubm8rGRO2oGTJCRMqoQpBBhlBFhn9PRIgIESEiHEkkwm+QjAP37vLee3bf+Ff33/qp4cMPTe7dN1ssTEvoupnoOg+25+pyIZZLZRwoHZn6GrohiBSK0gVCo/ENEolMn0kkMh1JJNJvkQTCsQgyfUn4rdKBJELj+633XQkiK8s99cFdy6ufGC5fUq58Yu3uPVuKu7cfGErY7cOyVGPP1kMPKRc7ZdapUdTS6boQQvi1JDIcigzSbxURIkJEiAiZKSWKT4UQmeTIOLA/54P3zd/6if133zF+ckm5f0fu3acOoqNER/RmG1vqxhYbmyZra/QdQqQDnUhCUBFJhMbKyUz/vhQRMqtDEZ0j6dcSSR15sMNyoFYyqYx3bovFUslKOpaOhQOhRihbW6yvsbbG2owS9B1dIcKxIAvhQDiU6UgikkxHInxdaNLXhT8pve9AVkIVw8jegjv35c1b4uZtk7t3zHZ3bEzXLGO0vH/b4qM0xkLEoGzMrL36mv7iU8qJM2LWKdWxcCSSgnAsIoQQEYRjSUQopYgIESEiRIRUpWMpSLpKVMwX3Lslr31i50c/Mn/rDcOlX5ncva1f7tofdw2RuigSY7CYbelPnTN9+KLpxcc4fZq+k4J0oMjwa0mmiND43stMX5WZvigiHEuiItQcjGNVdaaTKUkgsrLYZ2+HT65z567c3lZ394x7+x5c/sjy3l3j7q4639clkZTSKZOJnEzVfuLEo4+anD6tO3NGd/4hzp7i/Ek2p3QdCgqlp3SUTqIGEulYOlbCoXAgrKTMJIkShuUgM2WmmqmOo9naTNd1MlPWVLriG6WvC380ve/AWKsilZoMlflS7uyxu6vM9/XLhb7vrE87OS4sb99Qx33zcWGog5gvlCGUp2ZiMvOZQDiQwrEQiqIoQgjhSBARIkJEiAgRISKklA6FREkiMeLBnnrpssXbb7r/4x8Z339Pf+O22e5Cn4P9WBoK0fWiT8O0N5w+p7v4pO7JZ/SPP87pk3SdQ+lQCkEiNFZDZvpUZooImUn6kpQiwrFExSClWkM6MIyiVhZ78u5Nw9VP7L/zc/XSx+qNW4Z799TtB7avX7W8e9e4/UDd2zWtdEnX9cpsTa6tGWczLjyiP3lKd/qs7pGL8vGHlZef0D96zuT0Kf3mSbopJsQMIaPITNKxJBzLSkTIIKygRJKZsqa9vX17u7v253PLxcKhrZMnnNjaMpvOHOmRSF8W/qT0vqVMhjqadIWuMJ2wsa52Re0ohYjQR5h24dBiubS8ddswjBZj1cdU6TasTU+I2TqzGV34TCThM5GOlAglQvq6iBARIkJmkggiKZWolcUgb9+z/MVH7r7xE/Nf/FK5fp0HO+qyqlF0JWRfDH1RZxPjyRNmzz5t9tKLJs88zbkzdCELtSAI4VAiEkFmigiNlZGZMpP0JSGkRIpwYFQK0zIROWGs7M3Z2VFvXbP85ft2333HtR/+fxYfXjbevqvu7pjWpdk4WMtqltU0q2mmLkNEkYu5cW/Psu89uHrDdjcx9jPjbGa4cMr0L5+3+YPnnXzpRSeeeU45fY7JOpOCQldkBplI0mciQmYKByIcSZ8L319J1pTIYG9nz40bN3x8+bKr167Z3dmxtr5ua2vL00897fHHH7O+sa5kIYP0JeFA+JPR+xYSVaoORDCbcHKd8ydNn35MvXFN7O7JekfNTmbVR6cr9MNg9/YDdfjEfqyLfpPppvX1NR4+z8Yafch0INRIJQIpM0VSaogsSBnpN6lCSkWKDGVM7m9z9ZrxZ2/b+9c3bL/xjunN+/qdOcvRWMmgRE9MDF1v2Dihf/xR668+Z/r6C8oLT/LQKUoaO2ohAplkiEjCkYjQWDkR4VBm+rqQNaRORCcyWC55sMfeQr7zjp1/+aGbb7whr1zRX71h8mCH+VwOC32pJoU+ij5CFyFRK5FpHAbDYjQk3UhXJjL2jaUTi4X7D27a/ehX+g9+pXvxZVsvvMTTz3H2AjETQumomaQDSYSVVxiH0bAcLZYLH/7qQ//4j//gjTfecOnSJffv33fi5Ennz53z+uuv+/u//3uvvvqqCxce1nWdP3W9bymRqqpTShHTmXL6pLOvveT+vft2t/fs7w229+ZKhj6rLkLfFTFWO3fvGS59Ymf9hGF9Q5321ofnlUcvsLUhuk4KSiCoKZIS4VAgfV1mykyZqaBLSq2MlcWCKx9Z/OxdO//6Y9tv/VR35br1+b6uUqNYFoZMUSayn5rPZuLcWedfe9n09Zd1Lz/DxfPq+tSypOxQqi6DCEfCgUBo/FnITClJR7pwIMSY7O5x8zaXr9p99+fm775r7513jb/4gNt3nIhiMlaC7HpURRVJSCFEhCzUsRqG0XJYWtZR302td52u6y3H0c6Na84sp+o4t3fnnu0PLpu++0uP/Jf/ZvbKD3ikF5tFmfRkSulQZooIn0oH0pEIK2O5XNrZ3nH//n3vvvuOH/3oR958801Xr121s7tjfbbu5MmTrl+/YXt7x3Q61fcTp0+fNplMkDJT6Yo/Nb3fVzoWSQljVCGVvlO2Nq09+5Txzj31wZ7dnaW7lz4xm29br6NJSdFVkxLWhsH83l3Dh5fsT6dKX/STNOkGpVxg6wSlF8hMpEi6LCKKFIQDKSJkpsyUmTJTZgpFJDEs2XnAjeu89475m//b7ltvWf7yA5M7t/UWuqzGrpP9xNhNLMeQW1tmFy9Ye/l5a6+/rrz0PI89LE9sGvswxihKEZHSKIVDoTgWGt97ESEzHYoIhzKTcCRrSkmSmcKxKNjd45Nrxrd/bueNn3rwxk/kx5+IO7es3b+r7O+ZTHp9IFOVso5qJkkRSlcoRd/3FsuFxTAYxlS6TkSoRpGEQRn3TPbmMvcsH2zbv3bP3ie37eW6bh76VyuPPSZObiJlCSJEhMxEOhTCZ8KBRPi+iwjLYXDjxg3vvfee999/38cff+ze/XtqrYbFYH9/3zAM1tfXnT9/ztr6uqfyKWfOnNZPJmpWJQpJpi8J3yD8p+h9C5mORAnVaMiqQ5nNxCMPW3vlRXV/NO6Ptnfn6vauslyIMuqC0hXrfYjlvr1bNyy7Yrcw2ZrY6KtpqUoJsXUCHTlSq4JOEYIIglAcykyZKTNlJpkig7Gys8P1q7z3b8af/cTinZ8af/W+7tZNs8VCKQMl6SZMp2Jtw7yG2aOP2HrlRVt/9bry4gs8/pg8ecI4naiRIoqIQCWqFEIQyIJEaHzvRYTM9E1SOpSZjmRSK/OFvHbN+PY79v7Xj9z+nz+UH16ytrNrUkeMoqMOc0vVoRQySQVFjYIiFDUm5lHNyyC7Ym06QTWvS1HnIlI3TSUXuv2l6bya7aTtewv70zd1Q1gbBpOsPHFRrK+LyYRSfCZThF8LJIlwIBG+z0pXyPRge9u1a9fdvn3b9s62YRj1fe/QfL5w584dH/ziAydObDl1+rTZbGa2NrXVbclMhzKRvi78UfS+lSSJQmaSlUxZJuLMGf2zbGbRKcpY7e7sGK/fkEPVZdXXUZSgpnF/x/LGNXtR5WZRc7CVo1lXxLQX/ZrMjqwkIlAQjoVDmaPMlJlkUokRy7m8eYtffai+8679t9+Slz4wuXNDt9y3Oe0Nw2iZaajFcqwWEfZPbtp46gnTV17Uvfg8j13kxEljP1VLEYVeSiNSSOFQomistkD6TGbKTEcyxVi5ccvy7Xfs/PCH7v/zv9h/+23nhmq9poww71jWqi73MYoSSj+lnynTNVl6S8WQVKEGtQvWJkqkcVJ0OaiLPeNiqagmfYgSIunqaFqXytDZ/eWH7tc0jAsnc6mLQXnySWVtJvtOHavMJFMoCClFSYkQjmQSYSUEtVY1q5SyVjVCraP72w8sP7qkK8WZM2c8/PDDzpw+bdJPTKZTmYnwNeGPpvdtBJIiELoMfe0cma1ztuh01rtOF8nd29Igbt00WcxNa6qFjM4Y1WKxb//mDdvvkFlFoVubmmysc/a8KDMhHYmiBiIQPlcRRCIFur7j9o7hVx8Z3/ypxU/etPezn+lu3rC23NfNin69s7dbLZJBGoPY2rD1wrNO/uUr1l57iWee4tx5uokSRacgyVSDFEhUGSE0VlhGSodCIqOQFelQJOZzLn/s3g//xc1/+H/k+x94pGcyLImw6Cb2+t6ypsm4r0c37ZX1NTnbMEzXLPuJYTI19hNjKWoXIlKMA/O5+f6uU/26st+pO2nc35WRxi4U9CN9VmGp3rtt/ou5xWJb3XvgzHKubGyytSmmEyWLYbHUlSLCgRRSCiujUqIznc2cPHHCubNnbW5u6rpOzX2LcRRjCCGl+XzflStXvPHmm5559lnnzp2zsblpNpsZloOu9CLCp6IgkP4oer+vQPpMCJGFRCB6poXTlCeZDqOT165axCje6ww3bijzPRmpFiKYBrPFwv6Va5Zdsbc2Md1aM9lcZ2OLtYJRRqWkoopMFIcSmSGDiNQZzMaFsrtjuPyR3Z+9Y/fNnxnffV9/7ZbZfKFPakl7+ws1JsYujLMNcfacyROPO/3Xf2XtL34gnnuOhy+ycYraKVEcqY4UJDIcCBSNlZZSOhBk0kWROYqaoqZYzLl+w91/+meLt96yefuWaaTNUgzSiBphjKL2M8sSal/E1jqntoxbW86//JLJ+YfkiZPyxCm5uSkLobK/x63bXLtq98ondq5cNb95S33wQMz39F3qM02TiKLUVJZzcW9pWZfuDXOLOjh34YLp2joPnWfay6woZMpCliojhOJQ+H6rtSolbGxseOihC5548klnzp61ub5psVgYxsHadN2wXMpModjb3/fez3/urZ/8xGOPPebCQw/Z2tySWZVpEdE5FMUfXe+3Sr9NSBEpHAoZISNQqEF0TNbEqTPK06z//d8ohUXHfoz2r19nXJKpCplMa9Xt7slr1wxrnd1Zr0wmuulU/+hj6rgru7ll7GHQZSKlYkRKWYhCNyx0d27w4UeGN94y/8mbFh/8gut3TPdTyV4EKjXDmEWur4kz502eftrma69af/115dnnuXCRzZOUCYFwLBwJgUBBIFBEFASpsRrCgUik9GtRFGQSQxUJH6kbAAAgAElEQVTLQd65Z/6jH9v98Y/lpUtmuzsmyXI5qJUxQx1SYOwnhhNnTC48ZO2pR82eeVT3xCPWn3pCf+Y061usbTKd0SUqiwU7O9x7oHz0sckn18wvX7X3y488+OhXlju39PMdhsFEpySzUkSkYb5nvHHNnZ8ye+IpJ9Y3TfqOh87JqFIKISONJVV0qpJFCEcyifD9Ew5NJhNnzpzxyiuveP311925c8fig6Xt7QcORYTMJNNyuXTv3j0/f+89Tz75pEceftjp02dsndgUUQgiED4X/ih6v1X6bSIoSUVFBlmCikyZIfRMizhTdK+9ZiLVOlouF/aWC/ngnm5ZGZH0mdZzMDy4b3mZ3VIMUUxL2BwGdndk7poP29IgVDKQFCIoha6Oup0H8vIly3fft3jjZ8affyCuXdftLfQ5Qa9KFTWKWkJ38pzZE0+bvfqqjb/4S/Hc8zz8KJsn6SYyiXAsHAgiyBA6MolACAVFY8UEEomUiggiiVIYK/e3jb+8ZPuf/ln94Bf627f0e/vqmPaWVWSxrCyzymlncuqs7rmXzV580forz9l47WmTZx9TN6bqtBelF7Uj0aUMB5KaYmT9+Ves33pguHzd7r/9QnnnZx6892PD1Y8sxm3TmrqaJn3ooxojzef79q5ddf9ff8zGCVsntkzOnRJBSCKlVCOllFmQMokI31cRQaYSxcbGhuefe87f/PXfuHH9hu0H25bLpcVyIbM6lJlkSlz+6CNvvvmms2fPOX/+vFdee0V0IRwIBNIfVe87Eo5lIEIoZEoHShHT4JGLJrWK5SDnC8vl0vzDS/LutpKjUqsuU5+jGKrx3gPLS5/YrmHa96ZrG8q06Pe2jfNtVDUqQqIWlDSLtL6/p7t+w6Kbmr/xhvGd9+SVm/qduclIyU4NEkNh0Xfy5CnrTz9l87VXzP7iB+LlF3j0IidO0PUOZRC+IgvpQAqkX4viSGqsnpCKVKXPTHt2q7x+zfDGT9x/62emN26a7u4ry8FiZMxCdHZzsJh21s6dcea1V534v/67/sWXefoij5/lzIahjFLqRvoBFR0KGUQisbbJibP6sw87+fhTTr74rCv/2LvzRjG//LHu/q6ujKbLpS6rLiuVzWFh9xcfWK6tqw+dce7Fp/Wb60J1KCKFFChJpO+9KA4Elb7vnT59xgsvPO/jjy+7c+e2nZ1tV65dIQnhi27evOlnb79tY2PT+fPnPP74E06cOqErhQxR/NF1/+OA3yj9TiIEiiKiKFGQIkJEECFLRz8T05kymem6Xiyrbmcu9vdZLEVd6gwikgiZ5HI07i3F3mAterv7uy7fuu79yx+6dnvbvI6GjrFLopqV8OTmhpfXNrxQi/O379l9+1159YZuZ89kTJMMJYqMYijFft/Z3VwzeekZJ//6VWt/9Zp4+Xkeu8iZ0/Q9AiHSbxEIIYRAaKymSFSHQjgUUgQe3Df+2889+If/1yf/9M9OzPfNlgs5jAZhjF6WqeVsU3n0EVt/8wNn/9v/ofuv/4WXn+XiWU6t0YUjSUlKIhAEIgm/1hUmhc0ZZ09wbsvmRjHGYH++MOwv9TVMloNJTSVTRpVRzJdpZ6xsbjh58RHd+XP0HQWROqnLFNkhECLCkQjfVxGEQNjY3DDW6v79+27duu3WzVuyVl811MEwDMZhUEpx5swZW5tb1tbXdH2RlQh/VN3/OOA3Sr+LDEciCIRD6XMhFWPpiV50nTLp9X1vshhYDupyri4XSh3IFBlKhsgQQzXuLoyLhfvb91y5fd1Hn1x2886esaaUApNMZ5NnZmte7tc8O6TTd+7x8Scmu9sm46jPEMIYxaIr9vvO3vrMcOG8c//n39r469d1Lz7Ho49w6iTTmYwORQj/IREaqykSVaI6FEqOcvue8dKHdv73j93753/Rf3zF5jDX1UHFMoqhTMz7qcnFi0795WtO/5e/0//ND3jsEU6sM+so4VCqIpMgEIHwuUCg64zSkKPRqFufiBNrZutrJorl/sK4v6/szfXjqFNlqYY6ojDp1fWZurVp6/HHxGxKVxAiCCGyEIEQEY5E+F4LQgihjqPlMNjb23Xjxg3z+dw4jj6VmVKqNWV1IGWm2WxmY2PD+tq6ru9kJXyD8J+i920FkYRwKKRDESEzfa7IDLWbGLdO8ejjupomO3P786Xcn8v5QtQ0yVRqSqGLokO/uyc/vqLbveuMPU/szH0ypqxsBymtJRciXdxfOnd/2+aSSR3Z3TFZLk2qA2EsLPuJB5nms07/8HmnXn/Vxus/0L3wPI8+zKlTrK3L6KQi/FogfV2ExurLdCgzCceCzEqOYjk33r5p/6MP7X9y2ZkYdHWh1mqMzhDFjgMnTzjx/DNO/O1fmf7tX/H04/LkpnHW0aVQRRIOhQxq50imAykQSSAyRVC6QkEpnDtr+tILTtaUY3V7Prd3777JYq7LQLKcmynGnfv2Prrs3s/e8fDf/Z2YzWQJJj1jECiEA+FA+kz4/WT4k1CYrk08cvERr7zyiju3b7t8+bLt7W3LYSmEYRyklBjHwYMH93344YfW19edO3/OuXPnbG5sWttYN5tNZYavCt8gfOd631IIpE+FkBLhWDoWSjJGGGYzefqsqdDPR/3+Qj+fy+VSzau65aBbLtRMhBJMslpuP7A57nmkDF5aprt9KMt0szJgA08JTyyrh3b2bS6qaY5iOdflIIQaYdkVu5Ow2/Xy3Clbzz3l3F//hekLL4hHH+P0SdZmsp9InRQIh0Ljz1WmzyQpZJCZUoo6sLtruH7N4srH4t4t63VhNBiCMXpj11lMprqHzpq89rLZ3/4Vzz+nbq6pazNjVwiKVJKiEAgqalAdSEqmgq46kIpQSiejk0b6KecvmLzEycXS/t27dq9cM9/f0w+DrCnGpS7CdK8Y7twSH1/h2k1OnRTra/Q90mfCgfSZ8C2FPwVd3zl1+pSnnnrS/Xv3XLt+3bVr1yw+XJjP55QQGWTKTPvzfTdu3FTKzz311FMee+xxJ0+edP6hh8xmU0fSlyTCgfAH1fsORfoNwpEgkVHkdI1T58XzM1sZJsJ2pp1hML97Wz8uWY6ypkOTyVTOF9aHcKEPL0Vvf723Vgcf1eoB1vFimXhG5/wwWhv3FIOSg4hRRjGUat6l3QnlobM2n33G6ddetv7Cczz2qDx9Vqyv0XVSoGg0vioQUholKnXk6jXzD35puPKJ2XKPcS66VGtYFnI60586rTxxUfzFq7z6sjx90phLoogMh8LnQjgU4UBKhGMliUQ6FggyOrWbKhtT5ZFiMiydv3fP1fd/Zdh+YH5vX6mjLkLJpfVxbjouTPbn4tIVHn/MkQgiZBJWWNL3vTNnznjhxRft7u66cuWK7Z1tH3/8iWk/lTWN42DMaqyj3b0dV65c8dZbP3XhwgVnTp9x4uRJNavIQjoSEY4k6ViEP5jufxzwG6XfRSThcxHhUESICBEoYeyCoENfwzQ6MVtnbUO/tqZ0Yb7YN+5uG/f31Pmc5VKMg8mst1zus1yYSVvTmU6vWw5mY3USj0X4wXTLM9M1Z6Oa1Lkul4olkcbCvAu70149f9bpF593/i9fd/IvXhPPP8dDj4j1TboJUYQQCMcC4UAgEBp/njLISGOkIVJmmg5LfvK2u//rh/befdvag7u6YS6nnX0somfjhO7iox797//Nib/7a+XCBRG9bnNDtwzdSFeJCIciQkSIICKEQ6Ggy9DVoAbVsSCCjCJriNKLvhd96EsYP7luceOm+b07LPesTUJkCmnaTaz3G0qGeOFZceE8G2uyhGUdRelEhC+J8PsLhD8FOSYRSgl915tOp4bl0q1bt9y5c0dEIGU6kqjSOAx293Z1Xef06dMevvCwE1sndKUTEQ5FhC8JIhwL37nef5okq1CUpCSSsVJOnhLPPmtaqrMlPchqkaHWq8q4rQwLQy5FjrphYBhtjJzHvIYtvUWE9eg8HZ1zw2jNoLcUJZWgRliWzryf2d/Ysv7kE7Zeecn6qy+KZ57kzEnWZrLrCCIdC8Kx0Gh8qipk6iJEYkiLqzeM127qHuzpUJNSwjhWQ6RuNtGfPmX61OO6U1uUoJuynyQShUjHwrEkUBwIR0oifVn6goKQpcjZmnL2jFMvPmf+3vv2rlxSFpS+UyKN48jenuWNG678+Mcu/vf/au2F5ziJkjLTKhtrFRkiitls5ty5c1599VWXLn3k9u07fvWrX1kul0opSCo1q5T29vd9+OGH3njzTRcuXLC5ueHChYfNZjOHMlNEiHAs/EH1/iMyZSYCSaZ0IBMhwheEQxEhg/+fPTj/tqu6z3z9eb9zrbX32adVc44aQEhCEn1sMHaSUakx7g+V+2ffGvdW3XgkcQyOTScQQgj1zel3s9aa863TWCBsbAwGHBs9j4DEHhlJRHBABlLA8gJx7iyDpqbbmTGd9PStaUjU7ZjOM0whDJGNlDkWiToaTgzACmrEshKDUkjOhEwNuBRKqtBwkcHxE8RTTzP3o7+jefFFOPssnFyD5RWoKxCIx5gDEl9knuAHRuKQESLnnghRF6FJB/e3iI0dhpMWeqMsTNC1mZyNhhXNwgKD1eNUzzyNjq7AsMIJMIh9AglCSHyRjWxCgEE2BwQIMHuMLZwLGEoWxkg1Mb9E/cwz9EdWmKRElRKEwAnlgruO2c4Wm8Ws7mzD7hgm83hQkftMXRkkfp/405kvZfPnE9+EDZIQQhJ1U7O0tMSZM8/y0ssvcePGp2xsrNO2M6DDNsIIAaJrO+7cvct7777H2uoaa2trVFXFkSNHaQYNKRIIEN+Liq/D4FKQRCmFtm2ZzWbknNknBOKAJEBIAvEYccDgAjLgDM4oRBw9Rn/mHO2N27Qb29C11BPodmYkQBJSUBWzCMxFokggIaByQc4II4Kw6TrTKpGbeVhZo3rmPOm5S4xPnqQdjagBtR1luokJjPhS4pB5gh82YyZdRx1BU0y9vcvg5h36+w+J6YyqgPvAJZHbHknUdU0zP0+9sEBfVcxyTzfZwUzYJ5tAfEZgQDymGAuwweYLzAELTIBFQUAhuWfUZqp6QD9oyE0NVU12D0VAYJu+nZLrmrK5yezuPXqZvDjHFDObdUQkHiexR/ypjMH8lgCBzbfC4puwzWckJHAxVZVYW13lzLPP8vHHH7O7u8vW9jb0mX0CJFFyZntrm2vXrvHWW2+xunqcqqpIqeLI0SOklAAD4vtQ8XUEOJucC5PJhIcPH/LgwX0m4wm2+QLxlVwM4jPJZjjrYDZmNhrixRFzg5o8DaRgEEEkY4IoUJVCspEEmH1SAAKJfQUxS4ntKjGOoBWUUhj0Pd32Dso9zb37pKph0ptsAQLEIbPPgDkkQDzBD5Qx2aY3pGIGfWFx0nJifZ3ZtWtoY53oMipByRBJVFXCdU0m2Jm2bH94hY3xNluDhhzCNlWBBAjxiAUYxG8VUwS2+TKS2BdKWAkUIFOXzNHZjOXrN+jbjmpujpg09OMOFRMWYo8zcmb30xs8fPc9tu4doVse0TYNJjBfFBJfV7E5FDximz9fgPnabANmnyQUgUuh73t2dnYZjUYcP36cu/fusbu7C5gvEm074/79e7z9zts0Tc1ofp6FhUVG8yOapsbFECCJ71rFV7HBgAAJSayvP+DatWtcuXKFTz/9lO3tHUopPGIbu7DPNn9IKYWcM7bZJxeqkonJLnMbGxzbuMepbsZJzFKqib4QKiiJLJMQYp+RxCEDBoQVdBXkpWW2UnCzKjyYbrHz4Abbv2yZjeawoeoLVSQmEp3BPMET/CEGLOgLqO8ZZnO0N+fbjmOXL3Nic5MjLqQQXe4ZNIm6qpj0hc2HG9z/6CoftrvcXJlna1CRI9iXCiQgEF/GNuaQbb6MJPaFEiZBBEhUJXNsOuXZ9Q2O3LjJSoFINUXCPM6Aee+9d7n+4D4352p2Bol+MCAjbPM4IRB/Mtt8xgKEbb4dAsTXZZvHKQKXQkTCNpubG2xvb5P7Htvsk9gj9kWIbJjMJty+dYu3BEePHWNxcZGFxQXm50ekKoH5XlR8BdtgA4FL5s7du7z5y1/y85//nDfffIsbN28wGY+xjc0eY5tSjF2wzR8lERKSwAWRwZmFac/T046LXc9FF15ZWOCoKqRMYJJMAWQQX64AE8Gn3ZT3dzreebjJ1Tt3eXD1Q+40NW3dkIAmQ5UqWpnOxjzBE/wh5pAlctczyIUTVLyk4J/yjOW+oxQTETR1Q90kSojJZMzNnZtcvveA//e9nqvDiq2mIkvYpjIkCyH+ELuwz2aPeZz5LYMtioQd7KucWelbXuvhJ3XNi8mslEIoEIUDAmSQ+ejqR/zyoyu8O5tyO0+ZpcBKmC+KEF+HDbY5FDximz9fgPnabPOIJBSilEJEUFUVJWd2dneZTae0XYfNF0gCgzFt33Lv7j3e/OUvWVpcZGlxkcWFBY6tHSMUYL5zFX+MwTbY9F3L1tYWn1y7xr/+67/yL//yL1y+/AEbG+t0XQ8Ymz1mn2322eaPkQKJPQKMMcgsGGYZekMrMaeEo6JSYkAhXJBAEmKPBDZI7JNEEUwE19opl2cdVzrzieHBNjxEzFIFEgkIBYWCbRB7BDbGYJ7gCX5HUeDSMyxQVHM8KsZzNV2IYvaIqqpIISQopTCZTlgfj7ntCTdqsVUFWWJfyiYsxCG7YPYYzCHziHmc+JwAOygIExionRmXjlMEO8tHyaMBue85ICGxRyAhxPr6OrcnU27OJtzsZ7QBRQLE4yS+NptDFvvMPvNnc/BNFMwjQoREsQmJlBKSyLkg8SVEKQaLIAAxm834+OOPWVhY5Njx4zz99NM0wwEL8/OklPiuVfwxNtjYpu87Njc3uX79Ou+99z5Xr17l4cOHzNoWbH6XxJ+klMLjbHCCVrAdcK/A0ObkrOPIoGIlJYo5EAgkxCEDknjEwExwp+25lc09YAvYBQqBiygR9GKPkQthExZgwBQb22Ce4AkeU2RkY4QBA7lkrACLfRGBXbCEFKQkRMZZlFLIBYrEgWJcQOwzpRSKwXzOHDKHBAgQIIEASewzCcs8rlCwjIE+Z/YJcUBCCARd2zFrW/rcY8AG2xjzOImvzeaQxSPG/PkMiK+rYB4RAgtjCsI9SGKfze+RhF3AEAr22WZra4tr1z7mww8+4O7du6yurTE3NySlxHet4ivYYBvblFJ4+PAh6+vrbG9vM5vNyIYkvl2GEtAJpsA0i04NLTWtRB+FHBASgfiMzeMMFItZholhF9gGxhLZCbvGDhwG9cgBFAQIsEGAeYIn+DLmkAGLPQKzR4DZl22MiJRo6opBFMJTvnsCCzC/zxQXfp8A8QR/Mps95ndNp1M2NzfZ3t7GNt+Xiu9REQdkEL9l8UUmAVEgBMkiSKRco1KRBbMqIyAQYREGsyeCR2xDgWQxChgZarNHZAV9SRQnIMAGG2zCIEDsMQiQwTzBE3yZAhgoYo+AAASYfQVTAKWgVsOgGHXimwig8LkCBCD+EPF7ZKAABgoSSMLsEyAgALFPPMHvEZL4r6jiK0jsEfsigtXVVVZXj7O8vMx0OmU6nWGbr1LEVxCHjAy1YQiMbBYojNwxVypqAgmQwAUjssA2xgiQORAEg2JO1zX3o2ObQheiior13cwMKFRgEQhxSIAMGMQhC8znZBBP8AMloDIHAihAlugi0UlkTKFQnClhigqQqdUzXweNoLKpiuklQCSDMDIUcUiAwYCAwufMoQJIIECAzAEJjEEFnElAAwxLoSmFCrPPMiVMcUUhYRI5RBYUwDzBNzA3N8eRI0dZWVlBEt+Xii9hmwMSRhhR1wNWjhxlde0E55+7yO07d5m1Pesb65RcALPP7DEgwMYYMCE+I4MQkpCDAxIKkQKUO5Zs1rJ5tsCFSDwbwfHomHfQ2CQELhRMkSlhbEgFEiAHyTBf4OKgwX1B2STMkIwpTAeJXCVySfR9jwKCIBmSAQOCHtMH9IkDqUAYZJ7gh0dAQtQOwiBANju5Y7sPurk5Spjczgj1FMBARc8csKTEsTBLGWaGTolUD0l9T7hgQS+TXciAbfYFwoABAxYgDkgiAalAspACVw1EoCg0peXIZMq5esQp1Sz0pjaYQomCLLKhc7A97dmYTplSiKZmThUpoCAKYPbY2Owx5mswnxECxCHz5wu+iWLziBAhYQyGUgo2B2wD5pB4xBRCQVVVpJRQBAvz87zw4ou8+uornDhxgsXFBVKqQHznKv4oAQEyqa5ZWl7m5KnT/Pi11yg2C4tLXL9+nc3NTUopPGKbfbYxBhlzSPyWDQYhUgQpVaQUNAFVN+NY33Om7bnQZZ4r5rzhSN8zLJnoRBhCYJkcpg9j9vSgDJVNcmGUYRgVJUSxqCOx3NQMKzFZWKQbLjB1xW7bEQmESTapQBgkUQRtgjaBBXWBVEDmCX54BNQWQyeSRXaB0jHXTmi7wrSpaelpukIjYyBsajJzFJZV8fzRBabFzKtmUs+hep6UO+SCZTpBT6HYFBsBkthnwAILHGKfEAlIBSqLiARVgwLCPXP9jKd3x1wqA073sNjPGCCEIQoZ0dpMDbNUo4URoyZxvKlZSNBKFIkC2GAb29jGZo/5uoLEtyv4JlzMI5KIEMUGm1JM13WMJ2Mm4wk5Z8A8zjZKomka5ucXOH78GM+cOcM//MM/8Nrrr7O2tsZofkRE8H2o+AqSwByICE6dOkVKidXVVS5cuMAHH3zAp59+St/3PGKbR4wx5pAxh2xTck/f9QybhuFgQBNB03fM78xY2dnm1M42p7e3Wd3e4vh4zMiF1BtbIKFalCroE/QB2KRc2CdDKiYw7jpWSuZMBMP5OU4vrfDsaIHdY8eZLh1lt5ljuxilQEAqkAokQyBKQBvQJbAgFQiDzBP88AhRG4ZOJIseU0rHcjtl9c5dvLXFbHOdEUGlCjtzQGYos0jh9adPsrq8wq3RMuuDZSZpQAKEsUzG9BRsY5t9kjBgoAgQILFPEgLCkBCREkikvqeeTZkf7/L01jZnbqyzsrnLfIYkkRAJkRFTi926ZuGZZ7hwfIl6aY71QUUXkCWMKAhjMNhmn22+CREI8a2xAPF12eYRCaSglEKEsM3GxgZXrlzh9u3bTCYTci48ToiIxHA4x8mTJ/nZz37Ky6+8wt+9+ioXL15kaXkZRfB9qfgqAkk8MhqNOHnyJEtLSzz11FM8//zzpJSQxD7bPGKbzxkwBbCMZVwKu1ubLM2PmBsMqNqeuL9B/eEN8uUPmF1+l/7eA6rNbaqcqbtMnQWuyCGmBBNgZtGnQAaVQlUKUQpVKWRl2pJIFstUDD3gZLPE37/yGjz3HP2ZZ5icOM54OIdTQg7CoipQFUgSFmRBFlgg8wQ/XAIC0ZAQItsU98x3LaNr18hv/Qr/+y/g/V1S11ICFEYBA4kFm4rEGz/5GfVrP+Hm4gqTxWViOAAFAqIYF0MpGFPYE8KCApg9glBwQGAJA5ZBph+PORo1RyYz4uo1pr/4FdMHP2e4vkNtUxWoEOSKPhKuR8SJE5z/p3/kzD+8zvrJo+w0CQNFgRSAeMTF7LPNNxEEQnx7BIivyzaPSEISpRRyzmxvb/POO+8wm7W0bcudO3fJecYXiZBYWlrk5Zdf4p//+f/m4sULnDx5iuXlZZqmBgHme1HxFSRhm0ckIYm6rjly5Aij0YiUEo+zzSO2+QIZq1AwosfTCfNzczTF+MEG3b11dm/fJd+8S3Vvg357TN32zIVIBShgzLSIh11hy7Crii4StcXxYlQKlTNSS8EUTKXEomtWSgN9Tb63xWBtSlM3xIk1+rVV+jSgKCGLZBCQEPssKALzBD94IiSSAggyppSeUZdJR1bYns3Yun6T9qPrdH0Bg5xJpVAD8xSqrTHVzXssvdSz8OPnmDUNXligVBUgUgGXAsUUGwssYYEFZo8gEAdCGCgCyyQXmq5luDOmunaTdmvM1oNNYtYyKIWqmMoQJNq+0M8NYfkozXPnOfo//i849zSj5XkmdYDYI0KBCERgDOYztvm6EolvV/BN2OYzEiFRSmFjY4OcM6UUdna22dzcpO97fldEcOTIUS5dep6f/vSnXLhwgWfOPMPC4gIpJRBgwID4zlV8CUnss80+STxim5QSg8GAwWDAaDQiFBwQB2yzzzaYPeKQQQWrYDLJHQwb6hTE5g79g3W6j65RXfuE9OktqofreNrSYOYiyDIloAuxU8TDStwoPbemU7ZbMUfwfBnwtBORTAlRirEgEQyKqKaZ8nCHNt2lWlhmuHaMwVMn8KlTeLRAqQYQwZcRe8SfQOyT+C3xBH8DzOfEPiMKYJsm90QTaGOD/oOP2XjnQ7oCqd8ligkZYUYWsbFD/uga3XsfsHDmWYbPPw/VAM/NQV1DMX07IyIAYXHAAiSKwALxu0QIwoVqawNtbNJ+fI3Z+1doP75OPZ7RFFMZKgdFAU1NO1ygO7ZKc+E89cXz6NgK86MBdSWQESKREIEQv8s2X1eQEN8mAeLrMgZByQUbqirRdT1d17Gzs8Mnn1zn9p07zGYz7MLvSimxunqcixcvcvHiRY4fP87c3IgUCQy2ASHxvaj4mmyTUiKlxCOBeMQC2+yzDRYg9gljMigDJpWAADa3KZ/coH33MtPfvAvXPqG6e4fY3iL1LY2gDtMn01bBuErc7wqfuPBB6bhaetYpLJAIEqlKRAqW6iCVIIVIJWgKVF1H3+6iaOivXmc616D5EcOlo3BqDhaGOFU4oAhKgDkkgwAZxB8miX2S+IzEE/x1s3nENpax2SNsYQVeXqZ59lnmn7/E+Dfvs707ZuSWYd8TzoQNpcB4Qr5xi/F//ppYXmZ+boFYOw1pDuoaVyAbQuwTIHNIogTkgMIh2aQCkSH6groeX7/D7O3L7Lz1G7bfvUx/8w7D2YzahYQRoijohvO0Syukp59h+ZWX4PgxmBuSmlAPJOUAACAASURBVESThJWRRJBIJIR4nG2+CREI8e0R35ig73psSHWibTum0yk3b97k6tWrrD9cJ+eMze9ZWJjn9OnTnDt3llOnTjEajQgFLnxG4nPiO1XxnRKPM0IIbESB3MN4gj++Rvuf7zJ982269z8gbt6k2t6kbic07ojIWEFfw6Sp2KgT18c9v9md8H4pXAd2EEuIEYU6CtFADBKLboi+EEAyVC6knFHbs3HzDru5pQDD0TIwglMNWkjQBA7oAwqHBKQCFSDzBD90RggZLFEURDTo2Cpzzz/P0isf8dGVD4k+UReRCoRNbaNs2q0tZh9e5WHUpD4xfOOfiPNDWK3QQk3VDOlLS7FJhiiAgQABFuQA26QC0UOa9LA5hocP6f/j12y/+R9svf0e7Sc3GIwn1H1PUABTBF1KjJsB5fgq8y9c4thrP0LLi5AhDLYp4gdBEmCcC+PdMbdv3+ajq1e5cfMGXdeRc8aY37W6usbZs2c5c+YMx44dZzAcEBE8IokvMCC+MxXfMhkwmAAbMGBAPCKMXKDv4O5dZu++x+Q/fkX7m8ukG7fJ21s4T4hoiZKRM9OcmQ5qxks1D+rElZJ5c2w+BO4DPWKZip4ppYZ6rmFpVLNYEtqaksyBLECFOs+IjZYYj1ERpVkimqMQI0g1VAOcRA90gIEAqgAK1Ijgc7Z5gh+UKPyWMBASWDCap372DMMfv8Tk3/4Xk1sThnlCXQyYypCAmLX43jrT9gq31zOnNmuGmxk9fw5Or8CxBQpQBDKkAhTAIEABBorEsKpIPbA9gSu34Z332Pj5v7L17q/p7twmzabUFJILMhjIAZMqGC/MMXf+DIs/ehldfA7qBnJP9AYDdVBk/pa5gBAg+q5ne3ubW7du89GVK3z66ad0fUff94QCSTxubW2Ns2fPcubMsxw/fozBcIANmL+Iim+bAQcILDBCgAxhAxk5Q84wmcGVj5m9c5np5Q/wJ9ept3ao3VFjJCgyWTDG7A4aNuZH3BnU3Ghbbm23PMDsOpHSgK4a8ul0k6Mhnm6GnJ4fsgQMJxtE36MQCQgX8mzCMBfqNsPt22y+9StGS8epqYjSo6ePUS0NiQikwAQgBEjmgHmCHyaZzwgIcyD3PZrOiMGA5uIFnv7Hf2TyP/8n08mEqvRUNoqCgFQKzWxGfrjOeArXxv8PC/fusXLvRyy8/gL4aephhVOgIuiBIkiCMCnBMBkwsTWBB9u0H1xn81/e5Pr/97+pb39M2rhP1U5pUpACFKZgMqJLYrtONBfPsfSz1xldvIBLxqVHGCEEyBAWQYD422QDQgK7MJmMuXX7Fnfu3mW8u4skTAEEiMedPHWS0089xcqRFeq6AQts/lIq/ghJfIENiD9K4jMSBgwkjEoHpYV2gtcfkK9eZfzLXzN+7wPKzdsMtrcZtC2ZTErggL4K2kh0TcPomXOsH1/hQTvj9jTzgF2mLtiCYtq+RZid1LC5eJzdkycoowF9/ojd23doZxMGRcxXDc4dlU0U6MfblNs3mP7il0Rvop+CniOqEwzSCFUJIwKRDMkgm8dJ4o+yOSDxBH+dJLA5IAHiM2aPsYyqBPNz1E+d5uT/+Ge2HmzS92Z691OiLUAhYYSQTdX3DHe36e9co//PKesPr7P+9r/Rrq5w6tIF5o4cQcN5GM7DYA6qCkqHpmPSdBemY3Y+uUF76y6zazcZv/8RuvIRdTumyTOSMhUmDCWgp5Blyvwcc2fOsPj3P2H0d6+gkycpVU0uhaRACRzsESD2CfGIJGwjiW9CCBD/NQgFdH3H+vo6H374Ie++8w5379wh5wwCYx6RRNPUnDlzhhdfeJGzZ8+ysrJCVAHFgDkkbCMJAzIgwID4TlR8HRKy+UoCDBYUgQy4QD+F2QTWH1I+vsb0l79i863f4KvXadY3afqWioxcKNn0mFwH7XBAHD/B4guvMDi6wvT+XdYf7rLjO5QiEka5J+eOhOnqId3KCXTuJUZrx0ilou16+u4OnmUGEhWFkIECZYp2Nmg/eJ9UgOhJg0wMoYoTxHzg1BDsMQhxyDzBD4sENogDtgAjgQ0RgZoGqkApWHj176iv3mBzZ8LWbEb7oMX0DJ2pEVFM40xVZuTpOt2tbWb3P2b6dsWkrll59VVYXYOFJbywBHNzUNfQtWh3l9jZQuMddq9dY3b3Lv3DdcrGFsuzKY0gCUIgCraYyUzJlEHD6NQqKz99ndEbr8G5s+SlJVzXFAMhJIMEBIfE3yyxx7SzGffv3+fKlStcuXKFjY0Nigsu5oDEvqpKLC8v8+KLL3Lp0kVOnzrF/MI8EhQb20jiCwyI71zFt8gcMlBkCo+YcA/dBNbv448+of/Ne0x//T7th9cY3HtIPZ2SSkZREKZ3pgdKNSAvrzC6dJHBq68yXFikTkO6D26QlTCZAILCvgyUuiZWjjL37HmOX3wOktlyzwTR3dug7UxERqUHGSiom8HkPrOo6OdEMx8M5yoigrQmmBekGiQwmCf4wRMS2IAMFhEBCFJASuDE4MevMdrYZmdnm93pmJhuU7mjLpnKRqUju6UtBc+ACCISdTS0v/4N7dyIXNXkqsYpIYmwSTlT5Y7Ud+T1h8R4m3o6pp7NqGxSBCkqQgkTdBFMJLabhmr1GCuvvMTCf/tHdOEC3bEj5OEACQSYPRJgQIjfJf7W5D4z3h3z4MEDbt26xd27dxmPx9imUNgnAYa6rlldXeXCxYs888wzLK+sUFcVGGzzl1TxNVl8Rua3hAELLGMgkzFgICiIGeQp3LxB+6u3mf7iN3D5I+buPqSZzKhLgYAskyvosknDOYara/jMsyz+/U+J11+jbsXo7i6DNE+iRnSA2WcgEFngQcXg6DKLF87CQmBlsoOZrzJ5uEmatiAOFArYlL6l3XpIuXaNapgoTWIUQRTBiYDFBagqsJH4LbPPFocMmEOJJ/gbJg6IPUZhMHvMgQgYNnD+WRYmP6O4J1eJ7vJ7lI0NaMfUfUfKPVmZDpOBXNgTNNHT3b0FUVEIchF9yUgiBFWIEhAq0Hcod1BaImUqi0EpVH2PMV3U5JRoh0Pq02ssv/oiK//9H9HfvQrHjxHNAIf4XEESEOwTQuwTnxNQAPO3oG1bNjc3uX37Nh9f/Zg7d+4wnowx5pAIBYVCVVesra3xxk9+wrlz51lcWiSqwMXYRhJ/KRV/NnHAUDAFgwoiExi5kHKG2RTu3GV8+TLjt9+mvXwZXb9NM5nSuJAo2IUc0IXoB3Po6HHimWeIixfRiy/D6klmdzcZZyEqQIhDBQjABLNSGOeOsXumg5rBpQvMtzPK1Gx1iaLrtBvrlOkYFSAyMoiO1I3x5gP6Typ2mpqoBwwMyQU4AQsLEAkkbGMXDgWSeIIneEwELC7ApQvM1xWnlxfZXlwkv/8+s9u3iO0thmoJQ0qmDhESIIoLzCZAolIQESgSAdjGfcHO4IwBUUCgFKgIEWQSXVRMqgEbg4bhhedYeeM1Ft/4Menl52F1FQYDCPGDYb5UnzPj8ZiHDx9y5+4dZrMZtjHmEUkszi/y1OmnOH/+PE899RQLSwtUVQKDEJL4S6r4miRxwIDABgxFYBmrIDIJo26G2hZNp/jBfdo332L81n8y/fAK3L1LPd2lqUQqQj2UXOhspsM5OHacOHeO6oWXqF9+BZ2/BGsn8bjQ1xWdM+ZzBjLQY6ZkpirM6qAdDWlWlkgvvMx8G9AntnrY7lqib0ldRw00YVJdkKcwhnJP5BD32pYjXct8iNRUkALm5iElwNgF20jsCcCAOWR+l/gSEk/w10PigM0+sU8cEIjPWUBVoeUl0vmzjEZD0tGj7C4vs/PmfzD95BqLu2ZQgr70FAtFECGqECQDAhcgY/fYBhsJQgIFIWEnSinYphimFn2qmM4NmR5ZIZ55ipV/+m8svf5j6vPn8NGj9KpIqYZISOIRW9hGYo+wjSWwkcQ+2/zVMYcM5nMC+r5nd3fMxsYGs9mMUgpSkBD7ik2fM8PhkNOnT/P8Cy9w8uQpBs0ADDYHJGGbRyRxQIA4JL4zFd+UAHOgAAUoGCiITCDUt7Czg+/dp798me1/+wWTt9+h3LxFPd6lck9EApt9RnRKzOYWGZx+lvqFV6h+/GPSiy/D2ilYXMbDB5RKtKXDFMwhAxb0LrSYNkHXJLrhAA9HsHqa+pKY70TuCrPphBkZ7RRyV8Adw6pQ94XUmbwFnc3u1g5N09CM5ohBgyQ4UcNwCIh9NkgGzCFzyIB4gr954ksILOEEDCq0skTMDRgeXYEqyKMBu3MD1q98QNraItKAIAgJAkLsyUDBpeCSsQsgkJACSRjRF2ELO2GJXAVtgX5hhE6t0Vw6z8JPfsTSGz+hPnsWlldAFcUFKTACxCHziA0SX2AbSRwyf3UMNl8UYBf6vqfrOiKCiECAEfsCqKrEypEVzp49y6WLlzh67ChVqnBhj5EECInfI74fFX8mAxYUmQKIgkpGNsxmsL5OvnKV3V+8yfav38afXKfa2kG5B0zpMnJBgtI0eDTCq6epzl2iefFHVC/+GJ49g5sBpAqHKerItEAGjAELiiDb9AFdglkSbUoUgqiHaPUk9YvBkQhKu8t2A+1N6DZ6YjylUaZOhaov9K0pm2Yw6+k+usZkNEdEUCE0XEBVDXVFRAIyIJ7gCT5nwJg+wEBERVUFqhLDv/8Zw+NH2Fw9wq3/v2bro48Y9UHTGXUd7ltUMnQFlUI4E6UgjEJIohh6m74Upr1x1KRmQAznyIMhs9GA6umTLL18iaOv/4iFH78Cq6uwtAT1ADJEgRLsMUIcMgiwQCAOib8N5pBtHpFESolm0DAajVhYWGAwGLCzu0POPZKoq5qjR45y9tmzPP/885w9d5aFxXmCwOaAbQ6Jv5SKP4MFBjJQEAbCUOUC29tw+y7+8COmb/6aO//+Flz7hMH2JtH37CuC3LYEAXUij4awtsbCKz9i6Uc/ZfDi63DmAizOk3NGCkpkHFOkCagABoQBiwN9QJegC9ErkREVAcMRnDpFzDestjvUVWEzOqbdLt10k660NJgqgsjC3ZTFVDO7c5fdCHIuzKeK5shxNBqhegGlIEI481vmy0jiCX5QBCgMyhSJQlAiUTNHLBldusTy6eMs/fef0P/qV9z597fZuXaT6b37dJubzEcQCqpe1H0gMuRM7gpFmRKJXFd0zYDdZJibp1k+yuDocXxkidNvvMry668yeOkSnFyFdgbzC9AMQIECwmAJyYCRBAS2QRyQxN8iSTyubmqWl5c5deoU586d486dO0wmE8bjCRHB8vIyZ86c4aWXXuLll1/m6aeeJlJA5r+Uim+BAQkERDZ0Pdy+T//+FabvvM/2ux/Q37jBcHdC1WeCAoIc0Jcep4rSDODIMs2F88y/+grNCy8Sp09ThkO6tscpSBKHDDJgDggsKIABATIIA0Y2JECCuoZ6BV55kUW3mELuMtNZSze5T9e2BBDJ1AXqBHl3i9mNnomMR0Pm1tZIdVCdPkm9tIiqBrmAAYEBy4A5JJ7gB6oABQTFUBQ4AXVQH12hOjqPVheplpdZe+YFjl+/Tbl9l7K+TsymbN+5xXT9AbPNTbqdXaJk+q6jagYMFheZW1lmYX6RxcGQemmF4eoagxOn8Nox6rMnSU+twrEj0Axw3eCqAoQQChEII2z2GDCHxA+KoakbjqyscObMGV544UW6rmNtbY2trW2qKrG6usqlS5d44403OHPmDBFie2Obubk5Uqr4r6LizyX4P+3BaZdc13mm6ft59xkjckACCYikSNuyi7Ktksd2V/Xq//8X+oOrXa7l6mVLcopAThEZZ9j7aRxAQSUxkKBISgQV1xWADeEgTcDVFv7jgt3/+F/c/j//zPA//432Zks9mSiBKBQymUJpRW4a4oNzVn/915z89/+b+m/+K3z8AeVkhZogYYohZEJBqEE02EFB2OIls4gCKUOdTZULYZCAyoCgquGDJ6TdX9KPZpoqyIn6P/5fdPUZHkfshJLAE00x2mXKr/6d4Z8rmh//iOhr1Naw7qFqwALzgkIgkLjHvCBeJ96NxQHfHxJfzmARBAshLEMCNTVEwRJKp+jjluboA/jkz+HqFja3eBhIzz5jfPaMu8tLNpdXTMMdTUo0bUe7WtMcrYmupzp7SHVyQjo9JZ0+gKMVPOhh3UJbQyQsgQQWICAwIMSrJJ4TbyOJl4LfmcXvnUCAec58zoYUFUfHx3z88Sdst3ccHx/xq1/9itvbW1KqOD9/xE9+8hP+7Cc/4eHDhzRNSymFiIQk3kbiJfF7UfEtmLPBEHkmtnf44inT//rf3P3zvzD8y7/iX/6S9TBCLshgoFAYKXC0hkePaX76Kat/+ke6//Z/wCc/oZw8hFWDKlFJzHMmJIJE0CA1mMAIEIswFEQy1AXqDFUphDMk4TDIiIDjI/jxx9S54ri0VCUIZbCYry7xlAlDyhONRFUy06aw/ff/TfnXf8Wnp/j8ETw+x1WLHGBAAoTEc+Il8zmJ15l3Iw54f0hgIQfBS8ZIoFq4iIxQaoh1gyrDyUMYJ5gmNM+0eaYZBtrtlnazZbq7o25qUtWQmprUVEBQHx2jroOmgaaGKqBNkIQDEM8JzG8IEC8IBFjcI96N+KGQRNd2PH78mFIKH374AdfX19zd7YgITh+c8vj8nOOTE1b9irqpAIF5OwHi96riG7JhN81Uhmra4etL/Mtfsvnn/8HuX/6V8stf0Nxe0WFymSkqFBfAlKomzh6y+umnHP/jP7D++7+HP/9zePiYaHpIiRcMgcEgi3BCTqBACgwIEBBAWFQWyZBsIIOEBQ4TSqit4ewBiZqeirZk5vGG3TSzm4Pp6ppqnuhsqjAh45zR7RXTL/4DPviQ9Oun1Nst7tdINUiAQRxwwG8IsRAGzMKAxXMBCiogGlAC2gZKgVKga1EETTFNKZAz2BAJ6gRJeDdBKSCBxAuVIAVFgHiNDUjsWeYl8cdAgPktiRdSSqzXaz744AMigmkamaYJSaxWK5qmISKBQOIFm++Vim/IGDNQh6gYYXtD/vf/j83//BfKr/6D5uaSbtrSVGIkIyCKKSTUrOj/5Cc8/Pt/pPun/xP+8mdw9hDaHpTAgHnJgA0GbGSDjV34IoMNNtioGBWgGGQMFEwkUJfgbA36kNBMc/uMaTfjUUy7f2e+u6SKTEoZpYIl0Mzm6SX91Q3tbgRDNAmKeEGAzBcIkDjgj44kLMBGFogXVAwIEItCQQEKgRKkgGIoGZcJQqhKYFFKRgIFGDMrQ4KURESABIIiMG8hQLwkYQkDQrxN8AMikPgigViI9XqNbZqmwS6AqKoKBS8ZXPheqviGJNE1LbVHYsjMwx23v75gvLokDXekMiMySEBmBsZIjM0a/+gjVv/156S/+3v49K/w+RMyQTKIb5F4yYDBMkUQAWoCTnv4+AP4y09pxokacedgKCbtbskeCSBLTFGhuqLY5JyhGJTIAQYkSDxnDjjgHVkwYxQiQiQBEkVBlimlkOdMzjO2SSlRC1KVoK1ZFEFBvCBeMG8mwLwkDtgTCCjF2CZCQMWilIIsJPF9VvENCUgRMBkPA97dUcpMqhLZmZGZSBABw2TGuiafnFH/+E85/du/Zf3f/hvVpz+Fh+dQd4iEFCB+y2BAgAEDBgyYLzIvmZcsMC8JIcCIIuEwUYlQBQ+P4Gf/hWiCqhaBmZzZ/OevGLY3JI+QROnX1KcnVA+OSasWQiAwogAhgznggOckIRsQiOeMAUuA2TNiYYExBkwhyzjAEk5ASghBBDmEA1CwEF9kG/FmBiReEi8IMC+J15nXifeQeJ35LYFCYBAL8T6p+IYECGGDi4lU0Z6ecnPUM61a8l2NSyanxKhEPjqh/tOfsP67v+f4v/9fVH/zN/iDjyj9CqVEqAKJLxBYgACBBUVgwHyRAQMGDFhggQUWzwkQiyIgDAT0NfHjc5QKtWe6khkozOuO+fIZnndUbaI+O6H9k4/oP/4R9dkJVAmKAYEECAtkDjjgOfEb4jlhGwQ2vyVhzMKYYmMXis0LAVKQUiACxAvmOYEA8zqbryReMiDezrxO/DBJPCcwn5PE+6DiGxBgICzsGtc96cEZ/Z/+KeXxQ3j2hBwzu90NJVU4daTHH9D/7Oes/+GfqP/m7+DDHzOt1riqSQqCl8RvGbDAAgsKYEERWHzOgA1FUARFUAQ5gQIQzxkBAowB4zAgnCp0fkrzF3/CkU2pEnePTtHlJWkaqdtE/WBN81/+hP6nn1A9eQh1DXMmRUCAeE6AAHPAAc+J5wwIBBgQAox5SQhsbINAQAAGZCFekgCDEIi3M19CiC8SB/wAVHxDAZQipBZ1J/BYKCXWP/85c9uQf3FKuX5GnSri6AHdJ3/O6q9/TvPXP4ePPoF2jVKFA6xMYUbUyIHM5yxAvCQwYEERX2QwUAQ5YBbMAgIkE0CiIINdAAMGTMkTUSfSjx7R1RUc9aRPPmC+vibNE21dUZ/2VB+dEp98DKePINWQMyKREIQRBxzwNiHhYl4StnlJgHjBvFQKCyEksVCIPSGKwMW8TryVQBKvEm8XHPAeqPiGXHhBAdQ1TkcEhUf/9E9M5w8p//ln+Paakk335EPS44/wjz5kevSIqGsiVUiJoCDMS8YYS7xgKEABiqAARWCBxesEFhSBBQgsEAKDeM4gnjMYKCXjAkbQtsSTx3RHa5off0i53ULOpKZCxz1aC63XEC3MAgEC8ZwBgQUyBxzwBgIE2CDzdgoWAiTxgnlJIEMYzNdkEK+TOOD9VvFNCWSQQCGIGvo18fGf0Jycou0WTwMuJq1P0OqIsjpCqxWuaxxCGAF28IIE4jnzWwUIwKACFMCAeZ0BszAgiyhCAgFGSOIlI0FIWEYCKaAWUXfE6hjPGYpRCOqAqkAKKAFVgIM9i+cE5oA/cuYFSeyJ3xC/YZB4wbxG/JYk3kQsxNcl85J4Trxg3kz8sInXiO+A+M5VfEMShPicJZxq8ukZHJ1AKeACiBwVSglVNUoVpIAACWyQgpfEFwgQXySeM2BeZxYCBMggCwGSAYEEDpBBQkogIwkQLwioGmR+w+ACMi8ICIEFEhbPCRBgDjjgt8RvmZck8Tmbt5HElxHfhDjgzcS3R/xeVHwbZPZcTEGUtqeUgm1ss0gpERFEBKFA4nNCYF6w+CLzOvOlZJAhDDIIEF9kFkKIhZT4AvGS+JwdvGADRjwnYYHFC0KAOeCAb0YSL0h8zub3zoA44Puv4lsmiVBAgCTuS5GQBAJJLGzzqjCvCUMAAQQQgAwyX2CeMwiQQdwnvi3mOYk9i1cEUDjggK9PEi9IfE78hniNzWskDvijU/Etk4RCCPEqIRC/E0ksbFNKYc82e7b5fbM44IADDvheqPgWSOILBEJ8myICSdhmnmeGYaCua4ZhIOfMniQigoVtFpIQ4qVAEjafs8VC4itJwjaS+EoSL4hvzOY5I8T3kTELIRbG7AnxQ2WMEF/KvEaI14gvZ95O4m2MWQhxwLsT76XgPSGJPUksqqoiIniVJCRhm1IKQiAQ4iXxkgDxnREgviVid7djmibexhhj9owx5vdBiN1ux2azYSHEbrcj58x2u2WeZ97GmN2wYxxH3kelFDabDX9oxhjzKiF2ux2bzYYDvpIxu2HHOI68j4L3hBBCpJRomoa+75HEq2yTUqKqKlJKlFIwRggEkrDN+2h7t2UYBt5GiHEcub6+ZiHEOI5cX1/zXTNmc7shpcTCmM3thsVms2GeZ77M7m7HMAy8j3LJ3Nzc8IcmxDiOXF9fc58xm9sNKSUOeCe7ux3DMPA+Ct4TpRSMSSnR9z2r1YqI4FURQd/3HB8fs16vqesaIRBIQhLvM0kY8za2sc2ebWxjjDHvwpivy8XM80zbtixcTM6ZFImFJH5XxhjzKmOM2TPm6zDGmPuMeRfGGPMqY4wx5l0ZY4x5N8a8jW1sc5+LWbRty7syxphX2cY2tvkytrHNnm2+jDHG7BljzJsYY8yrjDHGmC9jjDF7xnwVY+4zxpi3McaY35Uxv6uK94Qxtkkp0TQNbdsiifsk0fc9JycnPHjwgJOTE/q+J1IgiYVt3ldN3dC0DaUU5nkmInAxTdOwyDkjRN3UjONIpECIuqm5297R9z3jPFJVFTlnXIxCCFFVFQtjFtM0kXMmpYQxdVUjiUVxYRonmqZBEothGGjbFkkshmGgaRoQdH1HVVVM84SLUQghqqribYyxzTROIIgIUiQigj0hcsnM04xCRAQRwbAb6PueVxkjRHFhmiYkIURKiYjAmMU0TeScSSlhTF3VSGJhTCmFeZpRiJQSr5qnmVQlSinMeSYicDFN0/A28zSTUqK4MM+ZiMCl0LQte8bYZp5mFgohRFVVLHLOCFE3Ndvtlq7riAiGYaDrO4oL0zDRdR33jdNIyYW2axFinmemeSIURApCQUqJvXmeSSlRSmGeZyIC2zRNw54kcs7M84wkIoKIYBgGuq6jlMI0TnRdx948zdimaRqEMGa73dK2LZECIeZ5ZponQkGkIBSklNibp5lUJUopzHkmInAxTdOwJ0QumXmaUYiIICIYdgN93/MqY6ZxQhJ1XbMQIufMNE10XcfCGNtM4wSCiCBFIiJY5JKZxomu67hvnEZKLnRdhzG2maeZhUIIUVUV76riD0wSX8U2QriY1WrFJ598wl/91V/xb//2b4zjyM3NDfM8ExH0fc+HH37IJ598wvn5OSklJPFtksQ7Md+qVCVurm8Yx5G6run7njnPlFLouo5xGslz5ubmhqqqWK/XlFK4ubmhqiq6vmOaJm5vbhnHkbquabsWSeScadqGxfX1NXfbO9q2JaVE0zRcb685PT1lsd1uub665oMPPkASxmy3W9brNQtjttst6/WaRUTw7Nkz5nmmrmvarkUSOWfatuVVxuQ5c3FxQUqJuq5p2gYMTdNQJIVsqQAAEGNJREFU1RVCTNPExcUFVVVRVRV93xMpuLq6ou97XiXENE/8+uLXRAR1XbNardhsNpyenoLg+vqau+0dbduSUqJpGq6315yenmLMOIx89tlnVFVFVVes+hUKcd80T9zc3DCOI3Vd0/c9c54ppdB1HW8yzRM3NzeM40hd1/R9z5xnik3XdRhTcuHi4oJFXde0XQuGpmlomoZxGslz5ubmhqqqaNsWY7bbLev1Ghez2WxomoaIwJjFs6fPWK1WtF3Lbrfj6dOndF1HSom2bbm9u+X4+JiqqlhM08TN9Q3jOFLXNX3fM+eZkgtt1yLENE1cXFxQVRVVVdH3PZGCq8sr+g96XMz19TVt2yKJUgpzntncbjg/P8eYeZ65vLzkgw8+YLHb7Xj69Cld15FSom1bbu9uOT4+pqoqFtM8cXNzwziO1HVN3/fMeaaUQtu1CDFNExcXF1RVRVVV9H1PpODq6oq+73mT7XZLSom6rtmb88zNzQ1d12FMnjMXFxeklKjrmqZtwNA0DVVd4WI2mw1N0xARGLN49vQZq9WKtmspuXBxccGirmvargVD0zQ0TcO7qHgPSEISuWS6ruOjjz7iZz/7Gb/85S9p25aLiwvGcaRtWz7++GP+9m//lk8//ZTz83OqVCGJPwzx7THjMDKOI48fPyalhG12ux2bzYau6+i7nrvdHXVdc35+zuJud0dd1zw6f8Ri2A3M88yTJ0+ICGwzTRNXV1c8fvyY4kIphbOzM9q2ZbHZbNhut5ycnCCJuqo5OTlBEgvbTNNE27YsbDNNE23bshh2A6UUnjx5QkRgm2mauLq64vHjx7zJ5eUlbdtydnaGJGwzTiPX19c8evQIY66urui6jrOzMyRRSmEYB97GmGdPn9F1HQ8ePEASOWdub2+5u7uj6ztKKZydndG2LYvNZsN2u+Xk5AQEl5eXrNdrTk9PWeSSGceR+8ZhZBxHHj9+TEoJ29zt7thsNnRdx5uMw8g4jjx+/JiUEra5292x2Wzouo7F1dUVVVXx6NEjJGGbaZq4vr7m/Pycvuu5291R1zXn5+csigvTNNG2Lbapm5rdbsdqtWIxzzM5Z/q+Z3F1dcXR0REnJycsjBmGgd1ux9HREYtxGBnHkcePH5NSwjZ3uzs2mw1d12HM1dUVXddxdnaGJEopDOPAnkKkKjHPM1VdMY4jQtjGNpIYx5GmaYgIjLm6uuLo6IiTkxMWxgzDwG634+joiMU4jIzjyOPHj0kpYZu73R2bzYau6zDm6uqKrus4OztDEqUUhnHgm7q8vKRtW87OzpCEbcZp5Pr6mkePHhER1E3NbrdjtVqxmOeZnDN937O4urqiqioePXqEJGwzTRPX19ecn5/zLireFwLbNE3D+fk5n376KeM48vjxY37xi18wjiOr1Yqf/vSn/MM//AN/8Rd/wenJKVVVIYkfglIKfd+TUmIhiUhBKYV3lXNmtVoRESwkkVLCNjlnjOm6jkhBcSEUrFYr+r5nr21b2rZlbxon2rZFEotpnGjbFsQLOWdWqxURwUISKSVsk3MmUnBfKYVxHDk/P0cSC0lUqSKXTM4ZBPM8c3Z2hiQWCpFS4k2MKaUwzzMPHz5EEouUEn3fExGUUui6jkhBcSEUrFYr+r5nUUoh58x6vWYvRSJF4r5SCn3fk1JiIYmUEqUU3qaUQt/3pJRYSCKlRCmFhW3atqXtWiSxkESqEjlnSilEBK+axom2bZGEJNq2ZXO7oV/1CLHb7WiahqqqWJyfnxMRGCMEBtvYZq+UQt/3pJRYSCKlRCkFY0opzPPM2dkZklgoREqJvVDQ1A3jOFLVFbu7Hav1iqquGMeRtm25297Rti0LIc7Pz4kIjBECg21ss1dKoe97UkosJJFSopSCMaUU5nnm7OwMSSwUIqXEN1FKYRxHzs/PkcRCElWqyCWTcyalRNu2bG439KseIXa7HU3TUFUVxYW2bWm7FkksJJGqRM6ZUgoRwVepeE9IYlHXNY8ePSKlxNnZGX/2Z3/GZ599xjiO1HXNJ598wkcffcTDhw9pu5ZIgW1+CIxJKfFNGFNVFfdJopRCzpmmadhutmxuN6Qq0XUdKSWEqOua+4xZbLdbuq7DmMV2u6XrOvaMqaqK+yRRSiHnTKTgPttIoq5r9oxRCAw5Z1JKSCKlxJ4QoeBNhHAxkqiqivvW6zV7282Wze2GVCW6riOlhBB1XeNiJJFS4j6FuM+YlBJfhzEpJd7Gxex2O4ZxQIg9Y0op5JyJCPaMWWy3W7quYy+lhG1cDAGb2w3Hx8csjEFwe3vLOI6M48jp6SnG3GdMSok3EQKDJFJK7AkRCj4naNqG3d2OxTAMHB0f0bUdc55p3DCOI6enpyyMQXB7e8s4jozjyOnpKcbcZ0xKiTcRAoMkUkrsCREKvg5j7rONJOq6Zs8YhcAwzzMpJVJK2MbFELC53XB8fMzCxex2O4ZxQIg9Y0op5JyJCL5KxXvCNnsRwcnxCZI4OTkh50zOmWEYWK/XrNdr2qYlpcQBX1ClCknsGWNMKYVIgTEnJyeUUhjHkXEciTa4ub3h9PSUqqrYE8I2wzBwenqKELYZhoHT01P2qlQhiT1jjCmlEBHcZ8yirmtKKaSU+JxhnmdeEFRVhW3emSClhG0k8SpjTk5OKKUwjiPjOBJtcHN7w+npKZKoqgrbSOL3xZhFKYVVtyKlxEISEcGqX5FS4j4hbDMMA6enp+xFBHVTM+cZFWGbvu8xBsPFxQVVqlitVhwfH1M3NdM08a6MQVBVFbZ5GyFSSkiilIJtqlSxGHYD0zyRUqKua4zBcHFxQZUqVqsVx8fH1E3NNE28K2MQVFWFbd6VEJK4TwjMC8Ys6rqmlEJKic8Z5nlGEouIoG5q5jyjImzT9z3GLEoprLoVKSUWkogIVv2KlBLvouI9YBtJpEgsJFHVFcfHxxwdHbGwTc6ZlBIRQUoJSdjmj4UxkpDEwhhJSGKv6ztyziyMEWIaJyKCFImSC3d3dxwdHdF1HV3XYZtpmpimiVQlhNgbp5GmaYgIFuM00jQNEYExi67vyDmzMEaIaZyICFJK3CeEJFarFdM0ESkQQojduEMSdV1jTN/3zPNMXdfsFRf2jBHivn7VM88zVV0hhDGf/foz+r6n6zru7u44Ojqi6zq6rsM20zQxTRNN27BarRjHka7r2Cul8HUYI8S7EgJBv+pJKdF1HcYs8pzZ7Xa0bYsxkpDEYpxGmqYhItgLBV3bYZthN9C2LRHBYi4zVao4OzsjpcTCGNu8KyEk0fc98zxT1zV7xYX7IoK6qRl2A03TIImIoKoqht1A27YshJjLTJUqzs7OSCmxMMY270oISfR9zzzP1HXNXnHhbYyp65p5nlkYs8glsxBCEqvVimmaiBQIIcRu3CGJuq5ZhIKu7bDNsBto25aI4AVBv+pJKdF1HcYs8pzZ7Xa0bcu7CN4jCiGJhSTquqZpGpqmoW1bVqsVbdtS1zURwR8bISRxdHxEzhkMkjg6PqLkAoZxHJFELhkh5jxzeXnJer1GEsWFSMGcZ4wxZjfsKKVQ1zVCzHnm6dOn2OZue0fXdSyMudve0XUd9w27AUnkkhFizjOXl5es12sk8aoUCWMQuBhjpmni8tkl6/UaSUgCgUIUF4yZ5ok8Z/aEmPPM06dPKaWQIhEKbLMwZrvdMo4jbdtSXIgUzHnGGGN2w45SCnVdkyIhCUkUF4wZhoGSC1+HEHOeefr0KaUU3kVEIAmFKC4IUUrh2bNnlFKQhBCSODo+oriw3Wzpuo77jIkU5JzZbDasViv2XMz6aI0xi5wz282WtmtJVeJdSQKBQhQXjJnmiTxn7pNERLDZbGiahkUoQHB7e0vXdey5mPXRGmMWOWe2my1t15KqxLuSBAKFKC4YM80Tec68jRARQdu12AbDsBtwMXspEsYgcDHGTNPE5bNL1us1klgYEynIObPZbFitVuxFBJJQiOKCEKUUnj17RikFSbyLiveN+FpsI4n3nRDDbqBtWu7b3e24z8VcXl5SSuHJkye4mMvLS2zzox/9iGmcwHB9fU0phcV6vebo6IhFXdWMw8hnv/4M29gmInjw4AFVVbG4vbllt9tRSmEYBk5OTnjBMAwDJycnLIQopXB3d0dKievra0opLNbrNUdHRyyE2O12rNdr9vqu5/r6mstnl5RSkMR6veb4+JiFEH3Xc3V1xeWzS2yzWq1ou5b7bm9u2e12LCTRti1XV1eM48giIjg7O6OqKhbjMPLZrz/DNraJCB48eEBVVSy6ruPq6orh2YBtUkp0XceeEMNuoG1a7tvd7bjv9uaW3W7HQohhN9A2Lfft7nbsCdF3PVdXVwzDgG1s07YtDx48YM/FXF5eYkwphdPTU+4TIqXEOIws2rZlr6oqNpsNl88uWUji6OiIaZy4vb0lz5nj42OG3UDbtNy3u9uxJ0Tf9VxdXXH57BLbrFYr2q7lPiGG3cA0TZycnLCQxHazZdE0DXtVVbHZbLh8dslCEkdHR0zjxO3tLXnOHB8fM+wG2qblvt3djj0h+q7n6uqKy2eX2Ga1WtF2LXtC7HY71us1exHB1dUV0zwhRNu2VFXFfX3Xc319zeWzS0opSGK9XnN8fMyeECklxmFk0bYte0L0Xc/V1RXDMGAb27Rty4MHD3hX8nN8z9lmYZvfhSTehSS+VeZ7w5jFry9+zfHxMW3bUkohIpDEm+ScWaSUeBPb5JypqoqFbXLOVFXFm9imlEJEIIl3YZtSChGBJBbGLEophIJFKYVIwe5ux83NDU+ePOHLlFKwTUQgiVflnFmklHgT25RSSCnx+2abUgqSiAjexDY5Z6qq4lXGXPznBV3XcXJywqtsU0ohIpDEwjaS+CrGLEophIJFKYVIwe5ux83NDU+ePOF3ZZtSChGBJBa2kcRXMWZRSiEULEopRAp2dztubm548uQJXybnjCQigrexTSmFiEASrzLm4j8v6LqOk5MT3sQ2pRQkERF8HRUH/DGSREqJL5NS4stIoqoq9iRRVRVvI4mUEl+HJFJK3CeEbaZxQiGapiFSYJubmxvatuWrRARfJqXEl5FESok/BEmklPgykqiqij1j9qZxIufMer3mTSSRUuI+SbwLIWwzjRMK0TQNkQLb3Nzc0LYt34QkUkrcJ4l3IYRtpnFCIZqmIVJgm5ubG9q25auklPgqkkgpcZ8xe9M4kXNmvV7zNpJIKfG7qHgPSMI2kjjgdyJEKYV5nvkhkEQphc3thhSJxTAM1HXN8fExB3yBEKUULi4uyDlzfHxMSonvgiRKKWxuN6RILIZhoK5rjo+P+UOSRCmFze2GFInFMAzUdc3x8THfFSFKKVxcXJBz5vj4mJQS3wX5Od4DtvmuSeJbZb5XbDPPMyklIoIfgpwz4ziySCnRNA0HvJFtpmlCEnVd813LOTOOI4uUEk3T8H2Rc2YcRxYpJZqm4btmm2makERd13xX5Od4D9jmuyaJb5U54IADDvi9CQ444IADDvghCA444IADDvghqHhPSOKAAw444IC3Cg444IADDvghCA444IADDvghCA444IADDvghCA444IADDvghCA444IADDvgh+P8BKbI+RSRA1XQAAAAASUVORK5CYII="
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "把异或问题表现为二维平面上的分布，则如下图:\n",
    "    ![2.png](attachment:2.png)"
   ]
  },
  {
   "attachments": {
    "3.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "感知机的作用就是在一个超平面上画一条线，线的两边各为一种类别。如果使用感知机代码，则会得到下图:\n",
    "![3.png](attachment:3.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "显然，从上图可以看到感知机代码无法找到一条直线或超平面，将O和X完全分开。因此，感知机无法完成异或功能。"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
